Sources-and-objectives validation records

These records document an AI-assisted quality gate: objective coverage, citations, volatility labels, link evidence, and exam-integrity checks. They do not claim that an independent person has reviewed every explanation or technical judgment. A guide is labeled Community reviewed only after a complete contributor review is recorded separately. The stricter independent AI-audit workflow is also recorded separately and still does not count as human review.

The internal source-validated state powers the repository workflow. On the public site it is deliberately displayed as Sources + objectives checked — human review pending. The guide was checked against the current official objective snapshot, its material explanations have supporting public sources, volatile details are marked VERIFY CURRENT, repository and external links validate, and the content passes the project's exam-integrity policy. Supporting technical sources may include evaluated non-vendor material; that material must be cited and visibly labeled when first-party confirmation is incomplete, and it never defines the exam contract.

The machine-readable evidence is in data/reviews.json. Repository validation recomputes blueprint hashes, exact source registration, and source-health counts so a stale review record fails the build. A separate human contributor review is still required before a guide can become COMMUNITY REVIEWED.

| PANW-CYBERSECURITY-APPRENTICE | October 29, 2026 | Seven foundational cybersecurity domains; May 2026 issuer datasheet; see group-15 report | 26 registered links: 23 reachable, 3 automation-blocked, 0 missing/error | Passed; human/product review pending | | PCAD-31-02 | October 29, 2026 | Five data-acquisition, programming/database, statistics, modeling and communication blocks; see group-15 report | 50 registered links: 48 reachable, 2 automation-blocked, 0 missing/error | Passed; human/product review pending | | PCAP-31-03 | October 29, 2026 | Five current 31-03 syllabus sections; 31-04 pending for Oct 31; see group-15 report | 33 registered links: 32 reachable, 1 automation-blocked, 0 missing/error | Passed; human/product review pending | | PCED-30-02 | October 29, 2026 | Four data-analysis and Python syllabus domains; see group-15 report | 42 registered links: 39 reachable, 3 automation-blocked, 0 missing/error | Passed; human/product review pending | | PCEP-30-02 | October 29, 2026 | Fifteen objectives across four current syllabus blocks; 30-03 pending for Oct 31; see group-15 report | 26 registered links: 24 reachable, 2 automation-blocked, 0 missing/error | Passed; human/product review pending | | PCPP-32-101 | October 29, 2026 | Five PCPP1 sections; 32-102 pending for Oct 31; see group-15 report | 43 registered links: 42 reachable, 1 automation-blocked, 0 missing/error | Passed; human/product review pending | | SALESFORCE-AGENTFORCE-SPECIALIST | October 29, 2026 | Spring ’26 six-domain exam outline; Winter ’27 product context separate; see group-15 report | 28 registered links: 26 reachable, 2 automation-blocked, 0 missing/error | Passed; human/product review pending | | SALESFORCE-PLATFORM-ADMINISTRATOR | October 29, 2026 | Eight current Trailhead prep weights; Help logistics/version conflict bounded; see group-15 report | 22 registered links: 20 reachable, 2 automation-blocked, 0 missing/error | Passed; human/product review pending | | SALESFORCE-PLATFORM-APP-BUILDER | October 29, 2026 | Current Summer ’26 five-domain outline; maintenance discrepancy retained; see group-15 report | 25 registered links: 23 reachable, 2 automation-blocked, 0 missing/error | Passed; human/product review pending | | SALESFORCE-PLATFORM-DEVELOPER | October 29, 2026 | Current 21-objective outline; stale seasonal label retained as verify-current; see group-15 report | 24 registered links: 22 reachable, 2 automation-blocked, 0 missing/error | Passed; human/product review pending |

AI-agent validation workflow

An AI agent may perform the sources-and-objectives gate so the library can scale beyond what one maintainer can manually inspect. For each guide, the agent must:

1. capture the current official objective or syllabus text in a dated repository snapshot;
2. map every published objective group to specific guide sections, scenarios, and labs;
3. trace material technical claims to registered public sources, preferring the vendor blueprint and primary documentation;
4. label volatile product, delivery, pricing, availability, and lifecycle details VERIFY CURRENT;
5. run repository, link-health, and site validation and record the exact snapshot hash and link results; and
6. confirm that the guide contains original study material and no recalled, leaked, or copied assessment content.

Passing this workflow changes the public label to Sources + objectives checked — human review pending. It never produces Community reviewed, and it never represents vendor approval, practitioner endorsement, or a guarantee of correctness. Readers should report questionable material and use the current official blueprint as the final authority.

Guide source-gate records

Exam	Reviewed	Blueprint snapshot	External-link evidence	Result
PCAT-31-01	October 29, 2026	Accepted snapshot retained; no objective-map change; see group-17 report	22 links: 22 reachable, 0 blocked, 0 missing/error	Passed; human/product review pending
PCES-30-01	October 29, 2026	Accepted snapshot retained; no objective-map change; see group-17 report	36 links: 34 reachable, 2 blocked, 0 missing/error	Passed; human/product review pending
PCEI-30-01	October 29, 2026	Accepted snapshot retained; no objective-map change; see group-17 report	27 links: 25 reachable, 1 blocked, 1 missing/error	Blocked: PCEI practice destination returns 404; issuer conflict disclosed
PCEA-30-01	October 29, 2026	Accepted snapshot retained; no objective-map change; see group-17 report	30 links: 29 reachable, 1 blocked, 0 missing/error	Passed; human/product review pending
SPLUNK-CORE-USER	October 29, 2026	Accepted snapshot retained; no objective-map change; see group-17 report	21 links: 9 reachable, 12 blocked, 0 missing/error	Passed; human/product review pending
SPLUNK-CORE-POWER-USER	October 29, 2026	Accepted snapshot retained; no objective-map change; see group-17 report	25 links: 10 reachable, 15 blocked, 0 missing/error	Passed; human/product review pending
SPLUNK-ADVANCED-POWER-USER	October 29, 2026	Accepted snapshot retained; no objective-map change; see group-17 report	21 links: 7 reachable, 14 blocked, 0 missing/error	Passed; human/product review pending
MO-310	October 28, 2026	Current detailed outline reconciled; see group-05 report	27 registered links: 27 reachable, 0 access-blocked, 0 missing/error	Passed; human/product review pending
MO-211	October 28, 2026	Current detailed outline reconciled; see group-05 report	32 registered links: 32 reachable, 0 access-blocked, 0 missing/error	Passed; human/product review pending
MO-210	October 28, 2026	Current detailed outline reconciled; see group-05 report	32 registered links: 32 reachable, 0 access-blocked, 0 missing/error	Passed; human/product review pending
MO-111	October 28, 2026	Current detailed outline reconciled; see group-05 report	32 registered links: 31 reachable, 1 access-blocked, 0 missing/error	Blocked: current source gap retained
MO-110	October 28, 2026	Current detailed outline reconciled; see group-05 report	20 registered links: 20 reachable, 0 access-blocked, 0 missing/error	Passed; human/product review pending
AZ-802	October 28, 2026	Current detailed outline reconciled; see group-05 report	91 registered links: 86 reachable, 5 access-blocked, 0 missing/error	Blocked: current source gap retained
SC-500	October 28, 2026	Current detailed outline reconciled; see group-04 report	66 registered links: 62 reachable, 4 access-blocked, 0 missing/error	Blocked: current source gap retained
MB-820	October 28, 2026	Current detailed outline reconciled; see group-04 report	52 registered links: 51 reachable, 1 access-blocked, 0 missing/error	Passed; human/product review pending
MB-800	October 28, 2026	Current detailed outline reconciled; see group-04 report	56 registered links: 54 reachable, 2 access-blocked, 0 missing/error	Passed; human/product review pending
MB-500	October 28, 2026	Current detailed outline reconciled; see group-04 report	64 registered links: 62 reachable, 2 access-blocked, 0 missing/error	Passed; human/product review pending
MB-310	October 28, 2026	Current detailed outline reconciled; see group-04 report	60 registered links: 59 reachable, 1 access-blocked, 0 missing/error	Passed; human/product review pending
AZ-401	October 29, 2026	Five current AZ-401 domains (15–20%, 10–15%, 35–40%, 15–20%, 15–20%); full study-guide objectives checked October 29	49 registered links: 49 reachable, 0 access-blocked, 0 missing/error	Passed; human/product review pending
AZ-400	October 28, 2026	Current detailed outline reconciled; see group-03 report	83 registered links: 82 reachable, 1 access-blocked, 0 missing/error	Passed; human/product review pending
AI-300	October 28, 2026	Current detailed outline reconciled; see group-03 report	61 registered links: 59 reachable, 2 access-blocked, 0 missing/error	Passed; human/product review pending
AB-620	October 28, 2026	Current detailed outline reconciled; see group-03 report	61 registered links: 59 reachable, 2 access-blocked, 0 missing/error	Passed; human/product review pending
MB-330	October 28, 2026	Current detailed outline reconciled; see group-02 report	51 registered links: 50 reachable, 1 access-blocked, 0 missing/error	Passed; human/product review pending
MS-721	October 28, 2026	Current detailed outline reconciled; see group-02 report	84 registered links: 83 reachable, 1 access-blocked, 0 missing/error	Passed; human/product review pending
MS-700	October 28, 2026	Current detailed outline reconciled; see group-02 report	48 registered links: 44 reachable, 4 access-blocked, 0 missing/error	Blocked: current source gap retained
SC-401	October 28, 2026	Current detailed outline reconciled; see group-02 report	38 registered links: 37 reachable, 1 access-blocked, 0 missing/error	Passed; human/product review pending
SC-300	October 28, 2026	Current detailed outline reconciled; see group-02 report	72 registered links: 69 reachable, 3 access-blocked, 0 missing/error	Blocked: current source gap retained
SC-100	October 28, 2026	Current detailed outline reconciled; see group-02 report	57 registered links: 54 reachable, 3 access-blocked, 0 missing/error	Blocked: current source gap retained
DP-800	October 28, 2026	Current detailed outline reconciled; see group-02 report	97 registered links: 95 reachable, 2 access-blocked, 0 missing/error	Blocked: current source gap retained
DP-700	October 28, 2026	Current detailed outline reconciled; see group-01 report	53 registered links: 50 reachable, 3 access-blocked, 0 missing/error	Passed; human/product review pending
MS-102	October 28, 2026	Current detailed outline reconciled; see group-01 report	82 registered links: 79 reachable, 3 access-blocked, 0 missing/error	Blocked: current source gap retained
AI-500	October 28, 2026	Current detailed outline reconciled; see group-01 report	42 registered links: 40 reachable, 2 access-blocked, 0 missing/error	Passed; human/product review pending
DP-600	October 28, 2026	Current detailed outline reconciled; see group-01 report	44 registered links: 41 reachable, 3 access-blocked, 0 missing/error	Passed; human/product review pending
DP-750	October 28, 2026	Current detailed outline reconciled; see group-01 report	74 registered links: 70 reachable, 4 access-blocked, 0 missing/error	Passed; human/product review pending
DP-420	October 28, 2026	Current detailed outline reconciled; see group-01 report	92 registered links: 89 reachable, 3 access-blocked, 0 missing/error	Passed; human/product review pending
DP-300	October 28, 2026	Current detailed outline reconciled; see group-01 report	80 registered links: 77 reachable, 3 access-blocked, 0 missing/error	Passed; human/product review pending
GH-900	September 5, 2026	January 2026 objectives; unchanged during repair revalidation	69 registered links: 66 reachable, 3 access-blocked, 0 missing/error	Passed
GH-300	October 28, 2026	August 7 outline unchanged	78 registered links: 76 reachable, 2 access-blocked, 0 missing/error	Blocked: CLI exclusion documentation conflict
GH-200	September 5, 2026	January 2026 objectives; unchanged during repair revalidation	39 registered links: 38 reachable, 1 access-blocked, 0 missing/error	Passed
GH-500	September 5, 2026	July 2026 objectives; unchanged during repair revalidation	21 registered links: 21 reachable, 0 access-blocked, 0 missing/error	Passed
GH-100	September 5, 2026	July 2026 objectives; unchanged during repair revalidation	30 registered links: 30 reachable, 0 access-blocked, 0 missing/error	Passed
AI-103	October 28, 2026	April 16 outline unchanged	59 registered links: 57 reachable, 2 access-blocked, 0 missing/error	Passed; human/cloud execution pending
AB-100	October 28, 2026	July baseline retained; November 16 future outline separately mapped	84 registered links: 82 reachable, 2 access-blocked, 0 missing/error	Blocked: prerequisite/source conflict retained
AZ-900	October 28, 2026	Current detailed outline reconciled; see group-03 report	71 registered links: 69 reachable, 2 access-blocked, 0 missing/error	Passed; human/product review pending
DP-900	October 28, 2026	Current detailed outline reconciled; see group-04 report	69 registered links: 67 reachable, 2 access-blocked, 0 missing/error	Passed; human/product review pending
PL-900	October 28, 2026	Current detailed outline reconciled; see group-04 report	60 registered links: 58 reachable, 2 access-blocked, 0 missing/error	Passed; human/product review pending
SC-900	October 28, 2026	Current detailed outline reconciled; see group-02 report	67 registered links: 65 reachable, 2 access-blocked, 0 missing/error	Blocked: current source gap retained
AB-900	October 28, 2026	October 14 current English outline; July bytes archived	57 registered links: 54 reachable, 3 access-blocked, 0 missing/error	Passed; human/product execution pending
AB-650	October 28, 2026	Current detailed outline reconciled; see group-01 report	56 registered links: 54 reachable, 2 access-blocked, 0 missing/error	Blocked: current source gap retained
MD-102	October 28, 2026	Current detailed outline reconciled; see group-02 report	68 registered links: 65 reachable, 3 access-blocked, 0 missing/error	Blocked: current source gap retained
AI-901	October 28, 2026	Current detailed outline reconciled; see group-03 report	42 registered links: 39 reachable, 3 access-blocked, 0 missing/error	Passed; human/product review pending
Terraform Associate (004)	August 31, 2026	Terraform 1.12 objectives; unchanged during review	33 registered links: 31 reachable, 2 access-blocked, 0 missing/error	Passed
Terraform Authoring and Operations Advanced	September 6, 2026	Six-domain AWS-provider objective map; Professional-to-Advanced rename applied; Azure-provider version announced for late 2026	21 registered links: 21 reachable, 0 access-blocked, 0 missing/error	Passed
Vault Associate (003)	August 31, 2026	Vault 1.16, nine-domain objectives	19 registered links: 19 reachable, 0 access-blocked, 0 missing/error	Passed
Vault Operations Advanced	September 7, 2026	Eight-domain Enterprise-aware lab objectives; vendor rename only	22 registered links: 22 reachable, 0 access-blocked, 0 missing/error	Passed
AZ-104	October 28, 2026	Current detailed outline reconciled; see group-03 report	67 registered links: 64 reachable, 3 access-blocked, 0 missing/error	Passed; human/product review pending
AZ-305	October 28, 2026	Current detailed outline reconciled; see group-03 report	54 registered links: 51 reachable, 3 access-blocked, 0 missing/error	Passed; human/product review pending
AZ-700	October 28, 2026	Current detailed outline reconciled; see group-03 report	77 registered links: 75 reachable, 2 access-blocked, 0 missing/error	Passed; human/product review pending
AZ-120	October 28, 2026	Current detailed outline reconciled; see group-05 report	58 registered links: 56 reachable, 2 access-blocked, 0 missing/error	Blocked: current source gap retained
AZ-140	October 28, 2026	Current detailed outline reconciled; see group-03 report	61 registered links: 58 reachable, 3 access-blocked, 0 missing/error	Passed; human/product review pending
SC-200	October 28, 2026	Current detailed outline reconciled; see group-02 report	61 registered links: 59 reachable, 2 access-blocked, 0 missing/error	Blocked: current source gap retained
PL-300	October 28, 2026	Current detailed outline reconciled; see group-04 report	56 registered links: 52 reachable, 4 access-blocked, 0 missing/error	Passed; human/product review pending
PL-400	October 28, 2026	Current detailed outline reconciled; see group-01 report	57 registered links: 56 reachable, 1 access-blocked, 0 missing/error	Passed; human/product review pending
AB-410	October 28, 2026	Current detailed outline reconciled; see group-05 report	58 registered links: 57 reachable, 1 access-blocked, 0 missing/error	Blocked: current source gap retained
AB-730	October 28, 2026	October 20 current English outline; July bytes archived	40 registered links: 40 reachable, 0 access-blocked, 0 missing/error	Blocked: product-documentation conflicts remain
AB-731	October 28, 2026	Current detailed outline reconciled; see group-03 report	36 registered links: 34 reachable, 2 access-blocked, 0 missing/error	Passed; human/product review pending
AB-210	October 28, 2026	Current detailed outline reconciled; see group-01 report	46 registered links: 44 reachable, 2 access-blocked, 0 missing/error	Blocked: current source gap retained
AB-250	October 28, 2026	Current detailed outline reconciled; see group-04 report	80 registered links: 80 reachable, 0 access-blocked, 0 missing/error	Blocked: current source gap retained
MB-230	October 28, 2026	Current detailed outline reconciled; see group-04 report	54 registered links: 53 reachable, 1 access-blocked, 0 missing/error	Blocked: current source gap retained
Databricks Data Analyst Associate	September 1, 2026	October 30, 2025 detailed PDF plus current live nine-domain weights	27 registered links: 26 reachable, 1 access-blocked, 0 missing/error	Passed
Databricks Data Engineer Associate	September 1, 2026	May 4, 2026 detailed PDF plus current live seven-domain weights	28 registered links: 27 reachable, 1 access-blocked, 0 missing/error	Passed
Databricks Data Engineer Professional	September 1, 2026	July 3, 2026 detailed live-version PDF plus current ten-domain weights	30 registered links: 28 reachable, 2 access-blocked, 0 missing/error	Passed
Databricks Machine Learning Associate	September 1, 2026	March 1, 2025 detailed live-version PDF plus current four-domain weights	16 registered links: 15 reachable, 1 access-blocked, 0 missing/error	Passed
Databricks Machine Learning Professional	September 1, 2026	September 30, 2025 detailed live-version PDF plus current three-domain weights	17 registered links: 15 reachable, 2 access-blocked, 0 missing/error	Passed
Databricks Generative AI Engineer Associate	September 1, 2026	March 18, 2026 detailed live-version PDF plus current six-domain weights	12 registered links: 9 reachable, 3 access-blocked, 0 missing/error	Passed
Databricks Associate Developer for Apache Spark	September 1, 2026	October 30, 2025 detailed live-version PDF plus current seven-domain weights	11 registered links: 7 reachable, 4 access-blocked, 0 missing/error	Passed
CLF-C02	September 1, 2026	Current four-domain AWS guide and in-scope service list	29 registered links: 25 reachable, 4 access-blocked, 0 missing/error	Passed
AIF-C01	September 1, 2026	Revision 1.0 dated March 26, 2026 plus current five-domain pages	25 registered links: 23 reachable, 2 access-blocked, 0 missing/error	Passed

Access-blocked course pages returned HTTP 403 to the automated client. An access-controlled response is recorded separately from a missing or failing page and does not establish that the resource is unavailable to a browser or subscriber.

MB-230 coverage record

The October 28 group-04 refresh maps 50 current detailed objectives. Current link evidence is 54 registered, 53 reachable, 1 automation-blocked and 0 missing/error. The current source gate remains blocked by the documented source conflicts. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 50 detailed objectives. Entire guide and 50 semantically unchanged objectives mapped across ten groups; restore canonical wording with historical snapshots preserved. Add six worked examples, ten labs, 48 answered checks and two bounded blog tasks. Repair SLA history, capacity and retired-feature guidance; clarify knowledge, routing evidence, macro context, agent evaluation and survey identity. Refresh overlapping learning paths and catalog limits. Thirty-one local assertions passed; no tenant or paid-content execution. Independent human review pending. Current guide citations: 43 registered, 42 reachable, 1 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Manage cases in Customer Service	Section 1, all integrated scenarios, and Labs 1–5
Configure representative experience and routing	Section 2, all integrated scenarios, and Labs 6–7
Extend Customer Service	Section 3, warranty-support scenario, and Lab 8

The review maps every March 11, 2026 subobjective to a case/data/security state, knowledge/collaboration/AI contract, SLA clock/action, routing stage, representative experience, extension/feedback decision, evidence, failure or recovery path. Three scenarios, eight labs and 36 original checks cover automatic record rules and monitoring; resolution/parent-child/merge; roles and timeline; knowledge tables/lifecycle/translations/internal/external search/AI authoring; Teams chat/call/suggested contacts; filtered Ask a Question, summaries, Draft a Response, Case Management Agent and plug-in/tool controls; SLA settings/application/items/KPIs/instances/timers and reliable Power Automate actions; workstreams/users/capacity/classification/assignment/basic/skills/skill-finder/queues/record routing/diagnostics; scripts/slugs/macros; session/application-tab templates, experience profiles and Inbox; Dataverse tables/columns/relationships/forms/views/apps/search/templates/notifications; and Customer Voice trigger/personalization/correlation/governance. All 15 cited URLs are cataloged: 14 were reachable and Udemy was automation-blocked; none was missing or broken. The guide records the active 100-minute seven-language exam, no retirement date, free Practice Assessment, 29 hours 2 minutes of selected official paths, four-day course, current Pluralsight/Udemy supplements, partner-restricted learning and no exact verified O'Reilly, MeasureUp or Whizlabs product. It explicitly resolves the stale October 2025/future-tense credential-page text in favor of the dated official study guide. Blueprint SHA-256: 02105f2bbafe2b5a53a2f55604a18cdd0af2d68c842cc5d285ac8abc41a52e7e.

AB-250 coverage record

The October 28 group-04 refresh maps 119 current detailed objectives. Current link evidence is 80 registered, 80 reachable, 0 automation-blocked and 0 missing/error. The current source gate remains blocked by the documented source conflicts. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 119 detailed objectives. Whole guide read and all 119 unchanged May objectives mapped across 15 groups. Add six synthetic examples, two labs (ten total), 48 answered checks and two bounded WEM blog exercises. Deepen telephony migration, agent/simulation scope, capacity, masking, proactive engagement, WEM, routing, knowledge, quality and diagnostics. Preserve unresolved ACS new-number cutoff/eligibility conflict. Sixteen offline assertions passed; no tenant/telephony/agent/paid-course execution; independent human review pending. Current guide citations: 50 registered, 50 reachable, 0 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Deploy Dynamics 365 Contact Center	Section 1, all integrated scenarios, and Lab 1
Implement channels	Section 2, all integrated scenarios, and Labs 2–3 and 8
Configure agents and AI capabilities	Section 3, digital and voice scenarios, and Labs 3 and 5
Configure work distribution	Section 4, all integrated scenarios, and Lab 4
Configure the Dynamics 365 Contact Center representative experience	Section 5, all integrated scenarios, and Lab 6
Manage analytics for the Dynamics 365 Contact Center	Section 6, all integrated scenarios, and Labs 7–8

The review maps every subobjective on the official May 15, 2026 guide to a deployment, channel/journey, identity/data/compliance boundary, agent/Copilot contract, work-distribution decision, representative/supervisor experience, operational metric, evidence, failure or recovery path. Three scenarios, eight labs and 36 original checks cover standalone/embedded/third-party CCaaS, connectors, simulation/Health/transformation agents, Agent hub/solutions/ALM/users/roles/capacity, chat/digital/SDK/API/translation, voice/IVR/numbers/calling/recording/CCaaS API, context/customer identification/transfer/masking/messages/timeline/Channel Integration Framework/attachments, proactive campaigns/dialing/WFM, Copilot/knowledge/plugins/smart assist, voice orchestration/DTMF/NLU/speech/SIP/multilingual, queues/overflow/assignment/routing/diagnostics, profiles/templates/inbox/scripts/macros/APIs/knowledge agent, supervisors/quality, Power BI and Application Insights. All 11 cited URLs were reachable. The guide records the active 120-minute English exam, no official Practice Assessment, 11 hours 40 minutes of official paths, three-day course, LinkedIn Learning with adjacent-content/runtime caveats, MB-240 non-direct partner transition, and no exact verified Pluralsight, O'Reilly, MeasureUp or Whizlabs product. Volatile telephony, provider, SDK/API, agent, licensing, capacity, proactive-engagement and regional details are marked VERIFY CURRENT. Blueprint SHA-256: 465a6902bed4ff612be45f9c72b3e11644c6e42108331debab23b62a37bb5fa5.

AB-210 coverage record

The October 28 group-01 refresh maps 46 current detailed objectives. Current link evidence is 46 registered, 44 reachable, 2 automation-blocked and 0 missing/error. The current source gate remains blocked by the documented source conflicts. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 46 detailed objectives. Whole guide read and all 46 unchanged June objectives mapped across twelve groups. Add six synthetic worked examples, two labs (ten total), 44 answer checkpoints and two qualified blog exercises. Correct transition citation, resource durations, agent handoff/shutdown assumptions, pricing, assignment, scoring, capacity, knowledge, retirement, research and channel boundaries. Two official support/shutdown contradictions remain open. Twelve offline assertions passed; no tenant or communication lab executed; human review pending. Current guide citations: 46 registered, 44 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Configure Dynamics 365 Sales core features for AI	Section 1, all integrated scenarios, and Labs 1–3
Optimize AI-driven sales	Section 2, all integrated scenarios, and Labs 4 and 7
Qualify and prioritize leads by using AI	Section 3, inbound-qualification scenario, and Lab 5
Develop deals by using intelligent opportunity research	Section 4, stalled-opportunities scenario, and Labs 6–7
Extend and enhance Sales	Section 5, mobile-seller scenario, and Lab 8

The review maps every subobjective on the official June 18, 2026 guide to a lead-to-cash record/process, configuration choice, data/security/collaboration boundary, intelligence or agent contract, capacity and monitoring control, channel or extension decision, evidence, failure or recovery path. Three integrated scenarios, eight labs and 36 original checks cover deployment, mailboxes, business process flows/timeline, import/export, Dataverse security, Microsoft 365 collaboration, product/price/currency, AI-first data/reporting/plan choices, agent prerequisites/capacity, accelerator/assignment, conversational/predictive/relationship/Copilot/forecast/goal features, lead scoring, Qualification Agent modes/actions/monitoring, opportunity products/pipeline, Opportunity/Close/Research agents and research canvas, mobile/calling/SMS, flows, embedded Power Apps and Power BI. All 12 cited URLs are cataloged: ten were reachable and two Udemy pages were automation-blocked; none was missing or broken. The guide records the 120-minute beta exam and the seven languages listed on the undated credential page as checked September 5, delayed beta results, unavailable Practice Assessment, 12 hours 3 minutes of official paths, three-day course, current Udemy choices, MB-280 partner transition, and no exact verified Pluralsight, O'Reilly, MeasureUp or Whizlabs product. Volatile plan/licensing, agent, capacity/credit, language, mobile, calling and SMS details are marked VERIFY CURRENT. Blueprint SHA-256: 2595badf528595419ed8da12bf5aed577d899ee8772123a0b1e40d1c2eac0f83.

AB-731 coverage record

The October 28 group-03 refresh maps 39 current detailed objectives. Current link evidence is 36 registered, 34 reachable, 2 automation-blocked and 0 missing/error. The current source gate passed; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 39 detailed objectives. Whole guide and 39 unchanged detailed objectives mapped across six groups. Add six original worked examples, ten artifact labs, 48 explained answers and a scoped Microsoft transformation blog exercise. Deepen net capacity, accepted-outcome cost, commitments, adoption metrics, comparison cohorts, bottlenecks, governance, provider/data boundaries and Vision lifecycle. Twenty-four offline assertions passed; no tenant, employee data, model, deployment, purchase or paid-content execution; independent human review pending. Current guide citations: 33 registered, 31 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Identify the business value of generative AI solutions	Section 1, all integrated scenarios, and Labs 1–3 and 5
Identify benefits, capabilities, and opportunities for Microsoft’s AI apps and services	Section 2, all integrated scenarios, and Labs 4–5
Identify an implementation and adoption strategy for Microsoft’s AI apps and services	Section 3, all integrated scenarios, and Labs 6–8

The review maps every July 22, 2026 subobjective to a business outcome, AI/ML/automation choice, model/adaptation decision, grounding/data/security contract, Microsoft capability, build/buy/extend boundary, responsible-AI control, operating owner, adoption mechanism, economic model or pilot decision. Three integrated scenarios, eight labs and 36 original checks cover generation versus ML and automation; pretrained and fine-tuned models; prompting, RAG, data readiness, ML lifecycle and secure AI; tokens, ROI and opportunity scoring; Copilot Chat/apps, Researcher, Analyst, Copilot Studio and Graph; Microsoft Foundry, Foundry Tools, Vision and Azure AI Search; model choice; responsible-AI principles; AI council, adoption team, champions and workload owners; adoption barriers; licensing/consumption models; and outcome, quality, adoption, risk and cost evidence. All 12 cited URLs are cataloged: ten were reachable and two Udemy pages were automation-blocked; none was missing or broken. The guide records the active 45-minute exam, 4 hours 44 minutes of official learning, one-day course, free Practice Assessment, official prep session, current Pluralsight and Udemy choices, partner learning, current-versus-older Foundry terminology, and no independently verified exact O'Reilly, MeasureUp or Whizlabs product. Volatile product, licensing, consumption and availability details are marked VERIFY CURRENT. No upcoming blueprint change or retirement was announced. Blueprint SHA-256: ac86a35a21c860a8739b3d37f09e90288270e7343af24bf5dcc67729685c48c2.

AB-730 coverage record

The October 28 detailed refresh maps all 41 current October 20 objectives to the four-domain guide. Eleven previously shallow topics across this batch were expanded, including Work IQ evidence synthesis and applying agents. AB-730 now contains eleven proposed labs and 48 answered checks. Its 40 cited URLs are registered and reachable, but the source gate remains blocked by documented connector, scheduling, meeting-memory and model-control discrepancies. Product execution and human review remain pending. The current ledger records exact mappings and snapshot/archive hashes.

Historical baseline and earlier review

The September 27 deep review maps 41 detailed objectives. Whole guide read and all 41 October objectives in eight groups mapped; July 22 baseline retained. Add explicit model, connector, notebook, meeting and Cowork preparation; four worked examples, two labs, 44 answers and two qualified Microsoft blog exercises. Correct four-module Learn path and two-course Pluralsight listings; qualify stale paid-course scope. Eight synthetic arithmetic/set assertions passed; no Microsoft 365 tenant, agent, meeting or automation execution. Three rollout checkpoints added; human review pending. Current guide citations: 35 registered, 34 reachable, 1 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Understand generative AI fundamentals	Section 1, all integrated scenarios, and Labs 1–2
Manage prompts and conversations by using AI	Section 2, all integrated scenarios, and Labs 3–6
Draft and analyze business content by using AI	Section 3, executive-status and proposal scenarios, and Labs 7–8

The review maps every July 22, 2026 subobjective to an outcome, experience/context choice, prompt/source contract, permission/protection boundary, responsible-AI risk, verification step, reuse/collaboration decision, evidence, or human approval. Three integrated scenarios, eight independent labs, and 36 original checks cover work/web/app context and Graph permissions; chat versus agents; Agent Store and custom agents; Researcher, Analyst, Pages and Notebooks; fabrication, prompt injection, over-reliance, sensitive data and data-protection restrictions; goal/context/source/expectation prompts; reference selection, iteration, save/schedule/share; chat find/delete/rename and notebook curation; agent templates/knowledge/instructions/capabilities/suggested prompts/sharing; new and source-derived documents, management summaries, cross-app workflows; meetings, collaboration, memory and instructions. All 11 cited URLs are cataloged: 10 were reachable and Udemy was automation-blocked; none was missing or broken. The guide records the active 45-minute exam, 4 hours 31 minutes of official learning, one-day course, free Practice Assessment, official prep video, current developing Pluralsight path, O'Reilly live course, MeasureUp and Udemy assessments, partner learning, and the absence of a verified exact Whizlabs product. Fast-moving Copilot, agent, Researcher/Analyst, Pages/Notebooks, memory, prompt-management, licensing and sharing behavior is marked VERIFY CURRENT. No upcoming blueprint change or retirement was announced. Blueprint SHA-256: 5387c1978cda745a51ab645fb402bb8080729bcf6461c63a1eac464492e71a55.

AB-410 coverage record

The October 28 group-05 refresh maps 48 detailed current tasks, separately from any coarse Office adapter snapshot. Current links: 57 reachable, 1 access-blocked, zero missing/error. Documented evidence gaps keep the bounded source gate blocked. Human/product validation remains pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 48 detailed objectives. Whole guide and all 48 unchanged detailed objectives mapped across seven groups. Add six original worked examples, two labs (ten total), 48 answered checks and two bounded Power Platform blog exercises. Deepen prompt/summary freshness, generated-page ALM, delegation, errors, agent extraction, identity, approvals, credit transition and aggregates. Preserve SAP prompt-knowledge support gap. Eighteen offline assertions passed; no tenant, Power Fx, flow/model/deployment or paid lesson execution; independent human review pending. Current guide citations: 48 registered, 47 reachable, 1 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Create a foundation for intelligent applications	Section 1, all integrated scenarios, and Labs 1–3
Create intelligent applications	Section 2, all integrated scenarios, and Labs 4–5 and 8
Build business application logic and automation	Section 3, all integrated scenarios, and Labs 6–7

The review maps every May 15, 2026 subobjective to a business outcome, component choice, data/security/identity boundary, app interaction, automation or AI contract, evidence, failure, or recovery decision. Three integrated scenarios, eight independent labs, and 36 original checks cover requirement-to-component mapping; built-in agents and extensibility; environment types; solutions and ALM; Dataverse tables/properties/columns/relationships, prompt columns, row summaries, forms, views and security; model-driven forms/views/generative pages/access/charts/dashboards; responsive and accessible canvas apps; named formulas, UDFs, components, variables, collections, errors and Monitor; app-triggered flows and embedded agents; flow triggers/connectors/approvals/actions/conditions/loops/failure handling/idempotency; AI Hub prompts, knowledge, settings and app/flow consumption; AI models, validation and human review; and business rules, business process flows, calculated/formula/rollup columns. All 18 cited URLs are cataloged: 17 were reachable and the Udemy page was automation-blocked; none was missing or broken. The guide records the active credential, 120-minute English exam, 15 hours 26 minutes of current Learn paths, three-day course, unavailable official Practice Assessment, current Udemy and Whizlabs options, partner-restricted learning, and unverified exact Pluralsight/O'Reilly/MeasureUp offerings. Volatile agent, Copilot, prompt/model, capacity, region, license and governance behavior is marked VERIFY CURRENT. No upcoming blueprint change or retirement was announced. Blueprint SHA-256: 159e34e3c4e43d8825e43cd279f58fe37eab1457992433204c216015fe1424d6.

PL-400 coverage record

The October 28 group-01 refresh maps 88 current detailed objectives. Current link evidence is 57 registered, 56 reachable, 1 automation-blocked and 0 missing/error. The current source gate passed; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 27 deep review maps 88 detailed objectives. Whole guide and retained March baseline read; all 88 published October replacement objectives in 15 groups mapped without replacing accepted snapshots. Add explicit AB-400 code-app/agent/API preparation, four worked examples, two labs and eight answers. Correct personal-pipeline, OpenAPI, change-tracking, elastic Upsert and background-timeout boundaries; add managed identity version 2 and one qualified coding-agent blog. Four synthetic state assertions passed offline; no tenant, SDK, plugin or deployment lab executed. Human review pending. Current guide citations: 47 registered, 46 reachable, 1 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Create a technical design	Section 1, all integrated scenarios, and Lab 1
Build Power Platform solutions	Section 2, all integrated scenarios, and Lab 2
Implement Power Apps improvements	Section 3, regulated-case and partner-service scenarios, and Lab 3
Extend the user experience	Section 4, regulated-case scenario, and Labs 4–5
Extend the platform	Section 5, all integrated scenarios, and Labs 6–7
Develop integrations	Section 6, partner-service and synchronization scenarios, and Lab 8

The review maps every March 19, 2026 subobjective to an extension choice, data/identity/security/transaction boundary, lifecycle control, implementation contract, evidence, failure, or recovery decision. Three integrated scenarios, eight independent labs, and 36 original checks cover out-of-box versus code; standard, virtual, and elastic tables; preview Power Fx functions; DLP and Dataverse security; solutions, layers, dependencies, configuration and CI/CD; advanced Power Fx, delegation and Monitor; Client API, commands, custom pages and PCF; plug-in stages, execution context, images, custom APIs and business events; connectors, platform APIs, Functions and flows; events, change tracking, alternate keys, Upsert and reconciliation. All 19 cited URLs are cataloged: 18 were reachable and Udemy returned an automation-blocked HTTP 403; none was missing or broken. The guide verifies the active credential, records a stale pre-update notice on its credential page, estimates about 25 listed hours across the current official self-paced paths, and records the five-day course, MIT official labs, free Practice Assessment, current vendor choices, and explicit freshness gaps in 2022–2024 material. No upcoming blueprint change or retirement was announced. Blueprint SHA-256: 4867995d075161ae07190d54a25c84872deb9efc388a7629743ee6bc49b8f468.

AZ-140 coverage record

The October 28 group-03 refresh maps 78 current detailed objectives. Current link evidence is 61 registered, 58 reachable, 3 automation-blocked and 0 missing/error. The current source gate passed; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 78 detailed objectives. Whole guide and 78 unchanged objectives mapped across twelve groups. Add seven worked examples, ten labs, 48 explained checks and three bounded Microsoft blog exercises. Refresh classic/client/Teams lifecycle, managed identity, host management/update, Hybrid, transport, profile/FSLogix, App Attach, autoscale/servicing and learning catalogs. Thirty offline assertions passed. Dedicated primary timelines resolve the guide interpretation of a conflicting Teams overview; exact conflicting client minima are not asserted. No cloud, tenant, endpoint, SDK, storage, media, update or paid-content execution; independent human review pending. Current guide citations: 49 registered, 46 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Published objective group	Guide coverage
Plan and implement an Azure Virtual Desktop infrastructure	Sections 1–2, global pooled scenario, and Labs 1–4
Plan and implement identity and security	Section 3, contractor scenario, and Lab 5
Plan and implement user environments and apps	Section 4, image/profile failure scenario, and Labs 6–7
Monitor and maintain an Azure Virtual Desktop infrastructure	Section 5, integrated scenarios, and Lab 8

The guide maps every July 20, 2026 objective bullet to an end-to-end connection and state-delivery model, implementation decisions, failure modes, three cross-domain scenarios, eight independent labs, and 24 original knowledge checks. It includes the July-era RDP Multipath, identity/SSO, App Attach, security, Autoscale and recovery concepts and cites 27 exact registered sources: 24 were reachable, while two O'Reilly pages and one Udemy page returned HTTP 403 to the automated checker. The active credential has no announced retirement or blueprint change. The official objective snapshot SHA-256 is d40f010042124a6e28c81a7f783b6127e3b7ebf7bb99d9b3ddfccdd40dcede84.

AZ-120 coverage record

The October 28 group-05 refresh maps 78 detailed current tasks, separately from any coarse Office adapter snapshot. Current links: 56 reachable, 2 access-blocked, zero missing/error. Documented evidence gaps keep the bounded source gate blocked. Human/product validation remains pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 78 detailed objectives. Whole guide and 78 unchanged objectives mapped across ten groups. Add seven worked examples, ten labs, 48 explained checks and three bounded Microsoft blog exercises. Refresh HANA storage/backup, MANA, RISE/fencing, VIS/telemetry, SDAF/STAF, Sentinel connector lifecycle and catalog guidance. Twenty-seven offline assertions passed; native HSR versus manual-secondary FAQ applicability remains unresolved. No cloud, SAP, guest commands, failover/restore or paid-content execution; human review pending. Current guide citations: 45 registered, 43 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Published objective group	Guide coverage
Migrate SAP workloads to Azure	Sections 1–2, ECC and RISE scenarios, and Labs 1–2
Design and implement an infrastructure to support SAP workloads on Azure	Section 3, ECC scenario, and Labs 3–5
Design and implement high availability and disaster recovery (HADR)	Section 4, region-loss scenario, and Labs 6–7
Maintain SAP workloads on Azure	Section 5, integrated scenarios, and Lab 8

The guide maps every April 17, 2026 objective bullet to an end-to-end SAP landscape decision model, supportability and sizing controls, failure modes, three cross-domain scenarios, eight independent labs, and 24 original knowledge checks. It cites 27 exact registered sources: 25 were reachable, while one O'Reilly page and one Udemy page returned HTTP 403 to the automated checker. The active credential has no announced retirement or blueprint change. The official objective snapshot SHA-256 is 9ef2824a901a8ba33075de4315d56f6bd0c7e9b5887028f27c16e6645e6eb3ff.

AZ-700 coverage record

The October 28 group-03 refresh maps 136 current detailed objectives. Current link evidence is 77 registered, 75 reachable, 2 automation-blocked and 0 missing/error. The current source gate passed; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 136 detailed objectives. Whole guide and 136 unchanged objectives mapped across sixteen groups. Add six worked examples, ten labs, 48 explained checks and three bounded Microsoft blog exercises. Refresh NAT, DNS, routing, VPN migration/Always On, ExpressRoute backup, WAN intent, TLS, private-access preview, policy behavior and lifecycle; reconcile learning catalogs. Thirty offline assertions passed. No cloud deployment, migration, packet capture, failover drill, assessment or paid-content execution; independent human review pending. Current guide citations: 61 registered, 58 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Published objective group	Guide coverage
Design and implement core networking infrastructure	Sections 1–2, hub-and-spoke scenario, and Labs 1–3 and 7
Design, implement, and manage connectivity services	Section 3, hub-and-spoke scenario, and Lab 4
Design and implement application delivery services	Section 4, global web scenario, and Lab 5
Design and implement private access to Azure services	Section 5, hub-and-spoke scenario, and Lab 6
Design and implement Azure network security services	Section 6, integrated scenarios, and Labs 7–8

The guide maps every July 27, 2026 objective bullet to a bidirectional packet-walk method, service and control comparisons, failure modes, two cross-domain scenarios, eight independent labs, and 24 original knowledge checks. The September 5 repair adds substantive requirements, configuration, validation, and troubleshooting coverage for Azure Network Adapter and Azure Extended Network in Section 3 and Lab 4. The September 7 living-guide pass adds the direct virtual network flow-log source, the NSG flow-log creation/retirement boundary, and the agentless Connection troubleshoot preview boundary. It cites 31 exact registered sources: 28 were reachable, while two O'Reilly pages and one Udemy page remain access-blocked. The official objective snapshot SHA-256 is 949dcb2d1b4bbde19b6f41b69fdf59cf33b52391d4b8010e2a46d6a0c94a98dd.

AZ-305 coverage record

The October 28 group-03 refresh maps 49 current detailed objectives. Current link evidence is 54 registered, 51 reachable, 3 automation-blocked and 0 missing/error. The current source gate passed; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 49 detailed objectives. Whole guide and 49 unchanged objectives mapped across twelve groups. Add seven worked examples, ten labs, 48 explained checks and three bounded blog exercises. Refresh logging, vault/API recovery, data and region boundaries, Service Bus replication/idempotency/SDKs, Functions, APIM, App Configuration, Redis, Front Door and outbound guidance. Thirty-eight offline assertions including one local SQLite transaction/replay example passed; no Azure or paid-content execution. Independent human review pending. Current guide citations: 52 registered, 49 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Published objective group	Guide coverage
Design identity, governance, and monitoring solutions	Section 2, regulated application scenario, and Labs 1–2
Design data storage solutions	Section 3, integrated scenarios, and Labs 3–4
Design business continuity solutions	Section 4, regulated application scenario, and Lab 5
Design infrastructure solutions	Section 5, migration scenario, and Labs 6–8

The guide maps every April 17, 2026 objective bullet to an architecture decision method, constraint and trade-off tables, failure modes, two cross-domain scenarios, eight independent design labs, and 24 original knowledge checks. It cites 29 exact registered sources: 26 were reachable, while two O'Reilly pages and one Udemy page returned HTTP 403 to the automated checker. The official objective snapshot SHA-256 is 7e5e8671b6ba67938e71f71261f92e0d9798f27ec94f79c75e3ea6310f917df2.

AZ-104 coverage record

The October 28 group-03 refresh maps 82 current detailed objectives. Current link evidence is 67 registered, 64 reachable, 3 automation-blocked and 0 missing/error. The current source gate passed; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 82 detailed objectives. Whole guide and 82 unchanged objectives mapped across fifteen groups. Add seven worked examples, ten labs, 48 explained checks and two bounded Microsoft blog exercises. Correct identity/permission, storage/versioning, ARM, encryption, container, App Service, networking, telemetry, recovery and catalog boundaries. Twenty-nine offline assertions passed; one KQL example reviewed but not executed. No cloud, tenant, deployment, SDK, certificate, backup/failover or paid-content execution; independent human review pending. Current guide citations: 53 registered, 50 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Published objective group	Guide coverage
Manage Azure identities and governance	Section 2, integrated scenarios, and Lab 1
Implement and manage storage	Section 3, private web application scenario, and Lab 2
Deploy and manage Azure compute resources	Section 4, private web application scenario, and Labs 3–5
Implement and manage virtual networking	Section 5, VM connectivity scenario, and Labs 6–7
Monitor and maintain Azure resources	Section 6, integrated scenarios, and Lab 8

The guide maps every published bullet to administrator responsibility boundaries, operational decision tables, common failure modes, two cross-domain troubleshooting scenarios, eight independent labs, and 20 original knowledge checks. It cites 25 exact registered sources: 22 were reachable, while two O'Reilly pages and one Udemy page returned HTTP 403 to the automated checker. The official objective snapshot SHA-256 is 7d2330fbafdd4981b54e6aa8f9ba371f0bbad1edf521fa8d2fa591e2bf8d2ae1.

GH-900 coverage record

Published objective group	Guide coverage
Understand Git and GitHub basics	Parts 1–5, 7, and 10
Work with GitHub repositories	Parts 4–6 and 13–15
Collaborate using GitHub	Parts 7–8
Apply modern development practices	Parts 9–11, including the individual/Business/Enterprise comparison in Part 11 §11.2
Manage projects with GitHub	Parts 8 and 12
Understand privacy, security, and administration	Parts 5 and 13–15
Explore the GitHub community	Parts 7 and 16

The review removed a duplicated GH-300-specific chapter from the GH-900 guide, retained a concise related-guide handoff, and added primary-reference blocks near each substantive part. The September 5 repair maps the blueprint's legacy Individuals label to current individual offerings and distinguishes individual ownership from Business seat/policy management and Enterprise eligibility/capabilities. The official blueprint snapshot SHA-256 is bd1c323a21723f8479a7b79ec41a576044ebe6afbc5bf57715acf431fe90828b.

GH-300 coverage record

The October 28 priority-group refresh maps all 41 unchanged August tasks. Adds IDE setup/Chat/troubleshooting, applicable policy/permission/MCP boundaries, eight labs and 16 answered scenarios; preserves the current CLI exclusion documentation conflict as a blocking source issue. Current citations:78 registered,76 reachable,two automation-blocked,none missing/error. The restored MIT notice and current public course companion are rechecked; older June defects are historical. No CLI/IDE/MCP/paid-course execution or human review.

Historical baseline and earlier review

The September 27 deep review maps all 41 detailed objectives, adds worked examples and two attributed blog readings, and checks all current guide citations: 69 registered, 67 reachable, 2 access-blocked. The guide now contains 7 labs and 13 answered original checks. The review preserves the accepted objective snapshot, distinguishes HTTP reachability from readable content, and claims no tenant execution, paid-content inspection, independent audit, or human review. The counts and dates in the earlier narrative below describe that earlier review.

Published objective group	Guide coverage
Use GitHub Copilot responsibly	Part 0, Parts 4–5, and Labs 3–5
Use GitHub Copilot features	Parts 2–4, Part 6, and Labs 2–5
Understand GitHub Copilot data and architecture	Part 0 and Parts 4–5
Apply prompt engineering and context crafting	Part 0, Parts 3–4, and Labs 3 and 5
Improve developer productivity with GitHub Copilot	Part 0, Parts 3–4, and Labs 1–3
Configure privacy, content exclusions, and safeguards	Parts 5–6 and Lab 4

The review added first-party citations beside the responsible-AI principles, service-flow explanation, prompt-engineering model, productivity guidance, refactoring practice, and test-generation practice. The September 5 freshness repair adds the retired github.com Spark boundary, current Copilot CLI/app content-exclusion support, and the distinction between a non-counting Copilot approval assessment and an administrator-enabled preview approval that can satisfy a required-approval rule. The official blueprint snapshot SHA-256 is 2043edf29c68926236ec3a6e417058609e4e6cfec55e1e201e48e57c1b4fff9b.

GH-200 coverage record

Published objective group	Guide coverage
Author and manage workflows	Parts 1–4, Part 10, and Labs 1–3
Consume and troubleshoot workflows	Parts 4–5, troubleshooting by failure phase, and Labs 1–3
Author and maintain actions	Part 6, custom-action engineering, and Lab 5
Manage GitHub Actions for the enterprise	Part 7, enterprise governance and runner operations, and Lab 6
Secure and optimize automation	Parts 8–10 and Labs 4–6

The review added official citations and decision guidance for editor validation, workflow badges, retention and REST administration, workflow templates, immutable releases, IP allow lists, hosted-runner image dependencies, and encrypted-secret APIs. The September 5 repair explicitly limits YAML reuse to supported anchors and aliases, rejects merge keys, and records the blueprint/product inconsistency. The official blueprint snapshot SHA-256 is b41c6a6832e14bf4b6c222d0b6162cff81e9ef4683480f89e89b3e0406fdf941.

GH-500 coverage record

Published objective group	Guide coverage
Describe GitHub Security suites, features, and ecosystem	Parts 1–2 and security suites/architecture deep dive
Configure and use Secret Protection	Part 3, Secret Protection deep dive, and Lab 1
Configure and use supply chain security	Part 4, supply-chain deep dive, and Labs 2–3
Configure and use Code Security	Part 5, CodeQL deep dive, and Lab 4
Security operations: best practices, prioritization, and remediation	Part 6, security operations at scale, and Lab 5
GitHub Security suites administration	Part 7, administration/governance deep dive, and Lab 6

The review added direct primary sourcing beside all three security suites and an explicit model separating repository visibility, entitlement, deployment, policy, configuration, and operational health. The September 5 repair restricts product campaigns to code- and secret-scanning alerts, labels secret campaigns public preview, and separates dependency remediation initiatives. The official blueprint snapshot SHA-256 is a935dc15cfa929c01d402424f0edc39bb018b4c600ce734bd7cf10e1446ae102.

GH-100 coverage record

Published objective group	Guide coverage
Manage GitHub identities and access	Parts 2–3, identity/access deep dive, identity drills, and Lab 3
Administer GitHub Enterprise environment	Parts 1 and 8, administration playbooks/drills, and Lab 1
Implement secure software development and compliance	Parts 4–6, secure-development administration, and Labs 2, 5, and 6
Manage GitHub Actions	Part 7, Actions governance/networking, and Lab 4
Monitor and optimize GitHub usage	Parts 8–12 and Lab 6

The review added direct primary sources beside identity models, SAML, SCIM, team synchronization, delegated roles, rulesets, audit evidence, GitHub Apps, Actions administration, support bundles, and license usage. It also corrected an obsolete SAML documentation path. The September 5 repair makes the organization-settings lab explicitly disposable, authorized, reversible, observable, and available as a tabletop substitute. The September 7 refresh adds the canonical GHES release ledger and a bounded Enterprise Live Migrations versus GEI decision without turning dated patch support into a permanent claim. All 36 guide URLs are registered and reachable. The official blueprint snapshot SHA-256 is 9e671c9dd3ce7ac8914e989a0090422d6f0490fe19f3c9b11de73010453d44b6.

GH-600 coverage record

Published objective group	Guide coverage
Prepare agent architecture and SDLC processes	Section 1, integrated scenarios, and Lab 1
Implement tool use and environment interaction	Section 2, Labs 2–3, and Lab 7
Manage memory, state, and execution	Section 3 and Lab 4
Perform evaluation, error analysis, and tuning	Section 4 and Lab 5
Orchestrate multi-agent coordination	Section 5, Scenario C, and Lab 6
Implement guardrails and accountability	Section 6, integrated scenarios, and Lab 7

The September 7 expansion maps every bullet in the initial public beta outline to a work-contract, boundary, evidence, failure, state, evaluation, coordination, or accountability decision. Three integrated scenarios, seven safe or tabletop labs, twelve review checks, and the readiness checklist cover plan/action separation; custom tools and MCP; repository, branch and CI execution; retry/rollback/escalation; memory and drift; multi-level evaluation; multi-agent isolation, handoff, arbitration and recovery; and risk-based human intervention. All 12 cited URLs are registered and returned HTTP 200. The guide treats agentic workflows as related public-preview context, makes client/control-plane differences explicit, and marks beta status, objectives, exam logistics, product plans, hooks, memory, MCP, custom agents, and enterprise policy as volatile. No recalled questions or exam dumps were used. Official blueprint SHA-256: aec7750e2180662b00b676c42477e968c4286eb023ade65d68b3936951df0830.

AI-103 coverage record

The October 28 priority-group refresh maps all 64 unchanged April tasks and passes the bounded source gate. Adds concrete visual-policy, custom-speech, audio-input and structured-output teaching, nine proposed labs and 16 answered checks. Thirteen local draft-validation fixtures passed; that is not model/SDK/cloud/authorization execution. Current citations:59 registered,57 reachable,two automation-blocked,none missing/error. Package/API/region/preview prerequisites and human/product review limits remain explicit.

Historical baseline and earlier review

The September 27 deep review maps all 64 detailed objectives, adds worked examples and two attributed blog readings, and checks all current guide citations: 52 registered, 50 reachable, 2 access-blocked. The guide now contains 8 labs and 12 answered original checks. The review preserves the accepted objective snapshot, distinguishes HTTP reachability from readable content, and claims no tenant execution, paid-content inspection, independent audit, or human review. The counts and dates in the earlier narrative below describe that earlier review.

Published objective group	Guide coverage
Plan and manage an Azure AI solution	Parts 1–3, implementation/operations playbooks in Parts 9–10, and Labs 1 and 4
Implement generative AI and agentic solutions	Parts 4–5, implementation/operations playbooks in Parts 9–10, and Labs 2–4
Implement computer vision solutions	Part 6, multimodal implementation in Part 9, and Labs 5 and 7
Implement text analysis solutions	Part 7 and speech/translation operations in Part 9
Implement information extraction solutions	Part 8, retrieval/Content Understanding implementation in Part 9, and Labs 6–7

The review retained the guide's architecture and production-operations depth while adding primary Microsoft citations at the decisions they support. The September 5 repair adds a seventh lab and a version-bounded Sora 2 remix workflow, then maps the blueprint's historical single-task/pro-mode terms to the retired Standard/Pro API, current GA analyzers, and preview agentic mode without recommending a retired endpoint. All 44 cited URLs are cataloged: 43 reachable and one access-blocked. The official blueprint snapshot SHA-256 is 3fbf0ebd6b3d5e591d7354de47f8d87baaea121330a209e9104045447ac70f63.

AB-100 coverage record

The October 28 priority-group refresh maps all 74 accepted July tasks and separately maps the 74 November 16 future tasks without replacing the current snapshot. Adds effective-policy/harness/shared-tool decisions, a fifteenth exercise and 26 answered checks. The source gate remains blocked by unresolved prerequisite/source discrepancies. All 84 citations are registered:82 reachable,two automation-blocked,none missing/error. The new same-day record explicitly supersedes the earlier partial record while preserving its original counts/checks. Product work and human review remain pending.

Historical baseline and earlier review

The October 4 bounded maintenance pilot adds applicability/access evidence, developer/deployer responsibilities, Exercise 14 and two explained checks. Current totals are 14 exercises, 24 checks and 82 registered guide links (77 reachable, five access-blocked in tracked evidence). Four new links were checked live; other health statuses remain historical. The September 27 full-review date and July baseline are unchanged; the comparison below describes that historical review. Tenant testing and independent human review were not performed; these remain best-effort evidence limits, not automatic study-use blockers. The prerequisite eligibility discrepancy remains unresolved. The CAT implementation example is attributed as blog-documented adjacent learning, while relevance, access and test design directly practice objectives.

Published objective group	Guide coverage
Plan AI-powered business solutions	Parts 1–4, including prompt/small-model decisions, worked ROI sensitivity and managed model routing; Exercises 1, 4, 5, 7, 9, and 13
Design AI-powered business solutions	Parts 5–7, including harness choice, trigger identity, capability selection, MCP/computer use, and preview feed boundaries; Exercises 1–3, 5, 7–9, and 11–13
Deploy AI-powered business solutions	Parts 8–10, including native evaluations, generated test-case review, Foundry publishing generations, ALM and governance; Exercises 6 and 10–13; answer checkpoints for all 22 questions

The September 27 deep review read the whole guide, mapped all 74 detailed objectives in ten groups, researched implementation gaps, and applied the documented corrections. It preserves the earlier architecture and supplementary-source boundaries while adding 11 official sources and associating four existing sources with AB-100. The subsequent learning-content pass adds five worked examples and a guided workshop; the guide at that point contained 13 architecture exercises and 22 original questions with answer checkpoints. A subsequent bounded blog-discovery follow-up adds five CAT blog articles, six corroborating references, and a correction to an outdated pipeline-gating claim. All 78 URLs cited at that point are registered: 73 reachable and five access-blocked in catalog health evidence. A separate live run covers 73 registered AB-100 sources and distinguishes HTTP success from readable content. The review is same-context AI work, with no tenant execution, paid-content inspection, independent audit, or human review claimed. Conflicting official prerequisites remain a blocked freshness finding; the guide labels that uncertainty. The July blueprint snapshot SHA-256 remains 3736af21c41a6a8c785e5461d4ba25424a9e6b2205a3c10ae1d18589e16a61e2; October's date and three editorial differences are recorded separately. No exam dumps or recalled items were used.

AZ-900 coverage record

The October 28 group-03 refresh maps 57 current detailed objectives. Current link evidence is 71 registered, 69 reachable, 2 automation-blocked and 0 missing/error. The current source gate passed; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 57 detailed objectives. Whole guide and 57 unchanged objectives mapped across eleven groups. Add six worked examples, seven labs, 30 answered checks and three bounded blog exercises; reject one unsuitable automation article. Refresh responsibility, VM billing, storage account/tier/smart choices, External ID, budgets/limits, savings plans, tag inheritance, remediation, locks and health distinctions; reconcile learning catalogs. Thirty-five offline assertions passed. No cloud deployment, policy mutation, paid-content or assessment execution; independent human review pending. Current guide citations: 68 registered, 66 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Published objective group	Guide coverage
Describe cloud concepts	Part 1, responsibility/benefit decision guide, and Labs 2 and 5
Describe Azure architecture and services	Parts 2–3, placement/compute/network/storage/identity decision guides, and Labs 2–4
Describe Azure management and governance	Part 4, governance/deployment/monitoring decision guides, and Labs 1 and 5

The review expanded every domain from service recognition into requirement, responsibility, scope, service choice, failure boundary, governance, and evidence decisions. It also corrected an obsolete Microsoft FinOps link during source-health review. The official blueprint snapshot SHA-256 is 8b4c89d325b3ce339eb881aa2dc4b251888e6d7a07d6351d81bcc2123b1c4449.

DP-900 coverage record

The October 28 group-04 refresh maps 30 current detailed objectives. Current link evidence is 69 registered, 67 reachable, 2 automation-blocked and 0 missing/error. The current source gate passed; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 30 detailed objectives. Entire guide and 30 unchanged objectives mapped across eleven groups. Add six worked exercises, eight labs, 30 answered checks and two useful blog tasks; fix SQL identity/grain, clarify Cosmos product/API boundaries and refresh Fabric real-time and semantic-model guidance. Reconcile catalogs. One original in-memory Python/SQLite block and 31 local assertions passed. No cloud deployment, paid-content or assessment execution; independent human review pending. Current guide citations: 65 registered, 63 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Published objective group	Guide coverage
Describe core data concepts	Part 1, objective-to-scenario drill, and Labs 1 and 4
Identify considerations for relational data on Azure	Part 2, objective-to-scenario drill, and Lab 2
Describe considerations for working with non-relational data on Azure	Part 3, objective-to-scenario drill, and Labs 1 and 3
Describe an analytics workload on Azure	Part 4, objective-to-scenario drill, and Labs 4 and 5

The review expanded the guide from service definitions into a repeatable requirement-to-design method, including a multi-store order and analytics scenario. It added direct Microsoft sourcing for SQL management boundaries, Cosmos DB partitioning/request units/consistency, analytical pipeline responsibilities, batch and streaming distinctions, Fabric and Databricks boundaries, and Power BI semantic modeling. The official blueprint snapshot SHA-256 is 7cef780d1a9e8e88b587fba89acb994985c4aedbd491710e814686ce5dc6559f.

PL-900 coverage record

The October 28 group-04 refresh maps 37 current detailed objectives. Current link evidence is 60 registered, 58 reachable, 2 automation-blocked and 0 missing/error. The current source gate passed; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 37 detailed objectives. All 37 July2026 objectives mapped; unchanged baseline. Six worked examples, eight proposed labs, 37 answered checks and 27 local assertions. Correct knowledge access and update app/agent surfaces, connector policies, flow/delegation limits and catalog/blog guidance. No tenant or paid-content execution; human review pending. Current guide citations: 55 registered, 53 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Published objective group	Guide coverage
Describe the business value of Microsoft Power Platform	Parts 1–2, objective-to-scenario drill, and integrated scenario
Manage the Microsoft Power Platform environment	Parts 2–3, objective-to-scenario drill, and end-to-end lab
Demonstrate the capabilities of Power Apps	Part 4, objective-to-scenario drill, and end-to-end lab
Demonstrate the capabilities of Power Automate	Part 5, objective-to-scenario drill, and end-to-end lab
Describe features and capabilities of agents in Microsoft Copilot Studio	Part 6, objective-to-scenario drill, and end-to-end lab

The review expanded the guide into a requirement-to-solution method covering outcome, system of record, experience, process, trust boundary, and lifecycle evidence. It added Dataverse-versus-database and identity/connection paths, environment and release reasoning, canvas and flow execution paths, agent-turn diagnostics, an Agent 365 boundary, an objective drill, and an integrated employee-request design. July 2026 plans, code apps, vibe, Copilot-assisted automation, agent flows, evaluations, and Agent 365 details remain explicitly volatile. The official blueprint snapshot SHA-256 is 959c63326efa3e74735cd2abc1cb28246d816506296b218428802240f9f99bd0.

SC-900 coverage record

The October 28 group-02 refresh maps 58 current detailed objectives. Current link evidence is 67 registered, 65 reachable, 2 automation-blocked and 0 missing/error. The current source gate remains blocked by the documented source conflicts. Earlier dates, counts and accepted scope below describe historical reviews.

The September 27 deep review maps 58 detailed objectives. Whole guide read; 58 October objectives in 14 groups individually mapped while retaining July 28 baseline. Add four worked examples, two labs, and answers for all six old plus twelve new checks (18 total). Clarify workload identities, human/software policy, access-review application, segmentation/NSG flows, label publication, retention and threat-intelligence evidence. Add two qualified passkey blog exercises, current product/lifecycle notes and five checkpoints. Eight offline checks passed; no tenant execution; human review pending. Current guide citations: 66 registered, 64 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Published objective group	Guide coverage
Describe the concepts of security, compliance, and identity	Part 1, objective-to-scenario drill, and Labs 3–4
Describe the capabilities of Microsoft Entra	Part 2, objective-to-scenario drill, and Labs 1–2
Describe the capabilities of Microsoft security solutions	Parts 3–4, objective-to-scenario drill, and Labs 3 and 5
Describe the capabilities of Microsoft compliance solutions	Part 5, objective-to-scenario drill, and Labs 4–5

The review expanded the control-map premise into repeatable asset, actor, threat/obligation, preventive-control, signal/evidence, decision, and response reasoning. It added worked identity-request, inbound-application, security-signal, and document-lifecycle flows; an integrated compromised-administrator scenario; direct Microsoft sources beside material claims; and explicit volatility treatment for Entra Agent ID and changing service plans, licensing, portal surfaces, and coverage. The official blueprint snapshot SHA-256 is e2869853685f48f936c2833bda16c5065a629346c7f5d1c9cd5aa91f9d1a3b91.

AB-900 coverage record

The October 28 detailed refresh maps all 53 current October 14 objectives. Nine shallow administration treatments now include explicit procedures/decisions, current references, an eighth worksheet and 18 answered checks. The current source gate passed: 57 registered links, 54 reachable, three automation-blocked and none missing/error. External shared-channel restriction exceptions, service-principal boundaries and BYO MCP support remain scoped. No tenant, billing, license, permissions, search/hold/export or MCP lab was executed; human review remains pending.

Historical baseline and earlier review

The September 27 deep review maps 53 detailed objectives. Complete guide read and all 53 published October objectives in ten groups mapped. Preserve July baseline and expected future-page hash difference. Add four worked examples, a seventh verification lab, answers to eight existing questions, six new answers and one qualified blog/transcript reading. Clarify permission intersections, agent/file revocation, scheduled-prompt lifecycle, fixed environment DLP, PAYG alerts, pending versions and MCP support. No tenant or infrastructure execution; human review pending. Current guide citations: 42 registered, 39 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Published objective group	Guide coverage
Identify the core features and objects of Microsoft 365 services	Parts 1–3, objective-to-scenario drill, and Labs 1–2
Understand data protection and governance tasks for Microsoft 365 and Copilot	Parts 4–5, Data Explorer in Part 4, objective-to-scenario drill, and Lab 4/check 7
Perform basic administrative tasks for Copilot and agents	Agent lifecycle in Part 6, objective-to-scenario drill, and Labs 5–6/check 8

The review corrected the objective labels to the published wording and expanded the guide into a repeatable object, entitlement, identity, authorization, protection, admin-surface, and evidence method. The September 5 repair adds Purview Data Explorer investigation and an Agent Builder create/test/private-by-default/approval/distribution workflow, bringing the guide to six labs and eight checks. All 37 cited URLs are cataloged: 34 reachable and three access-blocked. Fast-changing Copilot, Purview, agent, license, and admin-surface details remain explicitly volatile. The official blueprint snapshot SHA-256 is 8e38035a94d260856ff5c08899492597046213510e057128edd89d775d363b90.

AI-901 coverage record

The October 28 group-03 refresh maps 29 current detailed objectives. Current link evidence is 42 registered, 39 reachable, 3 automation-blocked and 0 missing/error. The current source gate passed; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 29 detailed objectives. Whole guide and 29 unchanged objectives mapped across seven groups. Add six worked examples, eight labs, 36 explained checks, two Microsoft blog exercises and a newly verified Pluralsight course. Correct Foundry clients, per-item errors, voice preview, vision lifecycle, Content Understanding contracts and catalog uncertainty. Twenty-five offline assertions passed; five Python blocks parsed and one local validator executed. No cloud, SDK, model, audio, extraction or paid-content execution; independent human review pending. Current guide citations: 39 registered, 36 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Published objective group	Guide coverage
Identify AI concepts and capabilities	Parts 1–2, objective-to-scenario drill, and Labs 1 and 5
Implement AI solutions by using Microsoft Foundry	Parts 3–8 and Labs 1–6

The review corrected the objective-map labels to the published wording and expanded the draft from concept recognition into a repeatable input/output/workload decision method. It added a Foundry component map, portal-to-client sequence, applied responsible-AI controls, agent-turn diagnostics, modality-specific implementation decisions, Content Understanding evidence stages, and an integrated help-assistant scenario. The official blueprint snapshot SHA-256 is 8b1c05a7a2258d69e43d47d75c0adeae2a5a7660e12e4d46627014d1ff9bedd1.

TERRAFORM-ASSOCIATE-004 coverage record

The September 28 deep review maps 37 detailed objectives. Map 37 objectives; clarify provider identity, secret updates, S3 locking and HCP controls; add four worked decisions and 20 answers; execute two local labs. Current guide citations: 37 registered, 32 reachable, 5 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Published objective group	Guide coverage
Infrastructure as Code (IaC) with Terraform	Domain 1 and Labs 1–2
Terraform fundamentals	Domain 2 and Labs 1–2
Core Terraform workflow	Domain 3 and Labs 1–2
Terraform configuration	Domain 4 and Labs 1–5
Terraform modules	Domain 5 and Lab 3
Terraform state management	Domain 6 and Labs 4–5
Maintain infrastructure with Terraform	Domain 7 and Labs 4–5
HCP Terraform	Domain 8 and Lab 6

The review checked all 38 published subobjectives without inventing percentage weights, retained explicit VERIFY CURRENT treatment for volatile HCP Terraform service details, and verified that the 004-specific lifecycle, custom-condition, ephemeral/write-only, and workspace/project additions are visible. The official blueprint snapshot SHA-256 is 41390d0d2fbb8b1cfbfb7349ada41f4cf13dc65815827b802ad082fd2c1bf53b.

TERRAFORM-AUTHORING-OPERATIONS-PROFESSIONAL coverage record

The September 28 deep review maps 27 detailed objectives. Map 27 objectives; distinguish Terraform 1.6 exam scope from newer features, explain migration/testing/access boundaries, answer 20 checks and verify local module identity and three tests. Current guide citations: 29 registered, 28 reachable, 1 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Published objective group	Guide coverage
Manage resource lifecycle	Domain 1, integrated professional playbook, and Labs 1–2
Develop and troubleshoot dynamic configuration	Domain 2 and Labs 2–3
Develop collaborative Terraform workflows	Domain 3 and Lab 4
Create, maintain, and use Terraform modules	Domain 4 and Labs 2–3
Configure and use Terraform providers	Domain 5 and Lab 5
Collaborate on infrastructure as code using HCP Terraform	Domain 6 and Lab 6

The review mapped all six unweighted Advanced domains and their subobjectives to lifecycle, dynamic HCL, collaborative state/automation, module, provider, and HCP Terraform explanations. Seven labs emphasize address-preserving change, verification, failure classification, and unfamiliar-environment execution rather than command recognition. All 21 cited links are registered, reachable first-party sources. HashiCorp's Professional-to-Advanced rename is reflected in public titles and canonical adv-* pages while the repository retains its older exam code only as a labeled stable internal identifier. The announcement confirms that existing holders transition automatically and that content and format are unchanged. The current AWS-provider exam version and announced late-2026 Azure-provider version remain separated explicitly, and refresh-only planning is now distinguished from apply-time state persistence. The official blueprint snapshot SHA-256 is bffbb1760b01378fc12777096f010256534f6177a4247520f6a0db1c08c56c68.

VAULT-ASSOCIATE-003 coverage record

The September 28 deep review maps 40 detailed objectives. Map 40 objectives; preserve the 1.19/1.16 version conflict, teach environment variables/policy priority/KV recovery, clarify token/seal/VSO boundaries and add 20 answers plus five decisions. Current guide citations: 25 registered, 24 reachable, 1 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Published objective group	Guide coverage
Authentication methods	Domain 1 and Lab 1
Vault policies	Domain 2 and Lab 1
Vault tokens	Domain 3 and Lab 2
Vault leases	Domain 4 and Lab 3
Secrets engines	Domain 5 and Lab 3
Encryption as a Service	Domain 6 and Lab 4
Vault architecture fundamentals	Domain 7 and Lab 5
Vault deployment architecture	Domain 8 and Lab 5
Access management architecture	Domain 9 and Lab 6

The review mapped all nine unweighted domains and their subobjectives to one identity-to-secret lifecycle: external identity, auth mount, entity/group, policy, token, engine, lease/key, delivery, and revocation evidence. Six labs test policy denial, token lineage, static/dynamic lifecycle, transit rotation, deployment recovery, and workload delivery. All 19 cited links are reachable first-party sources. The guide preserves the official Vault 1.16 baseline and labels current release, edition, HCP, limit, and interface details as volatile. The official blueprint snapshot SHA-256 is 2322b0085fb020f4cd83226d6c3e660412ae71e6de790e3e5716e17504818f0a.

VAULT-OPERATIONS-PROFESSIONAL coverage record

The September 28 deep review maps 29 detailed objectives. Map 29 objectives; confirm 1.16 baseline and fall-2026 rename; clarify audit guarantees, health roles, seal dependencies, Sentinel and Agent wrapping; add 20 answers and five decisions; execute a bounded local ACL/audit check. Current guide citations: 32 registered, 31 reachable, 1 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Published objective group	Guide coverage
Create a working Vault server configuration given a scenario	Domain 1 and Labs 1–2
Monitor a Vault environment	Domain 2 and Labs 3 and 8
Employ the Vault security model	Domain 3 and Labs 6–7
Build fault-tolerant Vault environments	Domain 4 and Labs 1, 4, and 5
Understand the hardware security module integration	Domain 5 and Lab 5
Scale Vault for performance	Domain 6 and Lab 5
Configure access control	Domain 7 and Lab 6
Configure Vault Agent	Domain 8 and Lab 7

The review mapped all eight unweighted Enterprise-aware domains to explicit server, evidence, security, availability, HSM, scaling, access, and workload-delivery operating models. Eight labs cover cluster construction, root removal, evidence correlation, isolated restore, replication, tenancy/approval, Agent rotation, and timed incident response. The September 7 recheck confirmed HashiCorp's rename from Professional to Advanced and the new canonical preparation URLs while all 130 compared objective lines remained unchanged. The title-only change is normalized to the former title in the objective ledger so historical audit hashes remain immutable; the live Advanced name is captured in status and freshness evidence. All 22 cited links are reachable first-party sources. Edition, licensing, seal, replication, metric, namespace, HCP, and exam-environment behavior remains marked VERIFY CURRENT. The official blueprint snapshot SHA-256 is 9144a3107d050f893b0c845664fbe4ca07e8edff7f4830f8dc89fefea3d291d6.

AZ-400 coverage record

The October 28 group-03 refresh maps 86 current detailed objectives. Current link evidence is 83 registered, 82 reachable, 1 automation-blocked and 0 missing/error. The current source gate passed; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 86 detailed objectives. Whole guide and 86 unchanged objectives mapped across sixteen groups. Add seven worked examples, ten labs, 48 explained checks and three bounded Microsoft blog exercises. Refresh merge queue, artifact access/provenance, GitHub runtime/execution/cache/retention, YAML gates, what-if, Azure DevOps identity/issuer/public-project lifecycle, CodeQL and telemetry sampling; reconcile learning catalogs. Forty-seven offline assertions passed, including one original Python release-decision predicate. KQL reviewed without execution. No cloud pipeline, tenant, SDK, deployment or paid-content execution; independent human review pending. Current guide citations: 65 registered, 64 reachable, 1 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Published objective group	Guide coverage
Design and implement processes and communications	Sections 1–2, hybrid delivery scenario, and Lab 1
Design and implement a source control strategy	Section 3, hybrid delivery scenario, and Lab 2
Design and implement build and release pipelines	Section 4, integrated scenarios, and Labs 3–6
Develop a security and compliance plan	Section 5, compromised-runner scenario, and Lab 7
Implement an instrumentation strategy	Section 6, integrated scenarios, and Lab 8

The review maps every July 27, 2026 subobjective to a work-to-production evidence model spanning both GitHub and Azure DevOps. It includes package provenance, layered tests, runner/agent trust, reusable multi-stage YAML, progressive delivery, database compatibility, IaC/self-service, identity federation, security scanning, OpenTelemetry, KQL, and pipeline/runtime metrics. Eight labs and three integrated scenarios emphasize failure isolation and recovery. All 40 cited URLs are cataloged: 39 were reachable and Udemy returned access-blocked HTTP 403. The guide records Azure Automation State Configuration's September 30, 2027 retirement and the applicable legacy Azure DevOps WIF issuer's July 1, 2027 retirement with current transition guidance. The official blueprint snapshot SHA-256 is 2daece89f2a2ef131293e7299b41532985afbe955aed913bb86dc42bb8650460.

AZ-800 coverage record

The September 27 deep review maps 101 detailed objectives and expands the guide to ten labs and 29 answered checks. Five worked examples and two qualified blog readings improve identity, delegation, storage and migration decisions. Current guide citations: 84 registered, 80 reachable, 4 access-blocked, 0 missing/error. Source validation remains blocked by incomplete SSH Direct support evidence and contradictory Entra Conditional Access documentation. No infrastructure lab was executed. Earlier dates/counts below describe the historical review.

Published objective group	Guide coverage
Deploy and manage AD DS in on-premises and cloud environments	Sections 1–2, branch and Azure application scenarios, and Labs 1–3
Manage Windows Servers and workloads in a hybrid environment	Section 3, all integrated scenarios, and Labs 3–4
Manage virtual machines and containers	Section 4, Azure application scenario, and Labs 5–6 and 9; SSH Direct is covered provisionally with an explicit evidence gap
Implement and manage an on-premises and hybrid networking infrastructure	Section 5, branch and Azure application scenarios, and Labs 7 and 9
Manage storage and file services	Section 6, file-server migration scenario, and Lab 8

The September 5 repair corrects Azure Extended Network's on-premises-subnet-to-Azure-VNet boundary and adds prerequisites, configuration, validation, troubleshooting, cleanup, and Lab 9 coverage for Azure Network Adapter and Extended Network. The September 7 best-effort pass documents SSH Direct instead of omitting it: Microsoft confirms the Hyper-V/VSOCK substrate, Microsoft-owned lab code provides an older Debian composition, and qualified Ubuntu, Red Hat-family, SUSE/openSUSE, Oracle Linux, systemd, libvirt, Microsoft Press, and expert sources support pieces of the provisional model. Source validation remains blocked because Microsoft still publishes no current end-to-end implementation contract or compatibility matrix establishing supported host/guest combinations, authentication, configuration, validation, and troubleshooting. The record therefore remains review-required, not a passed source validation. The guide has three scenarios, nine labs, and 24 checks. All 77 cited URLs are cataloged: 73 reachable, four access-blocked, and none missing. The official blueprint snapshot SHA-256 is 03c6f4e0c73f383ada8c4ddf43a91fa28ec513a732b40abae0a38b1b6ac4f7bc.

AZ-401 coverage record

The October 29, 2026 guide intake and source-validation report maps the current dedicated exam page and study guide. The study-guide page displays last updated October 13, 2026. Five weighted domains and their detailed subobjectives are preserved in data/objective-snapshots/az-401-official-objectives.txt; snapshot SHA-256: b74fe4beb2509bb4fd6a13d19783c0ad97ad102abe7bda0d6eefae429dbe4337. The guide explains the unrelated AB-100 assessment block still shown on the credential page and uses only the dedicated AZ-401 exam/study-guide map. Link evidence: 34 registered, 34 reachable, zero blocked or missing/error. Beta status and product/Preview details remain volatile. No product execution or human review is claimed.

AZ-801 coverage record

The September 27 deep review maps 115 detailed objectives. Complete guide review adds four worked learning examples, a ninth evidence lab, six answered checks and one qualified blog reading. All 115 objectives are mapped; the accepted blueprint and retirement snapshots are unchanged. Preserve the explicit canonical-blueprint versus exam-page weight discrepancy. Nine labs and 30 answers total; only arithmetic checked offline, no infrastructure execution or human review. Current guide citations: 93 registered, 90 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Published objective group	Guide coverage
Secure Windows Server on-premises and hybrid infrastructures	Sections 1–2, secure file-service and cyber-recovery scenarios, and Lab 1
Implement and manage Windows Server high availability	Section 3, secure file-service scenario, and Labs 2–3
Implement disaster recovery	Section 4, secure file-service and cyber-recovery scenarios, and Labs 4–5
Migrate servers and workloads	Section 5, legacy application migration scenario, and Labs 6–7
Monitor and troubleshoot Windows Server environments	Section 6, all integrated scenarios, and Lab 8

The review maps every October 6, 2025 subobjective to requirement, dependency, control, evidence, failure action, and recovery proof. Three integrated scenarios, eight labs, and 24 original knowledge checks cover security, clustering/S2D, backup/replication, server/workload/forest migration, monitoring, and layered troubleshooting. All 87 cited URLs are cataloged: 84 were reachable, while two O'Reilly books and one Udemy page were access-blocked; none was missing or broken. The September 7 pass adds Windows Server release/feature feeds, the Azure Monitor change feed, and the June 30, 2028 VM Insights Map and Dependency Agent retirement boundary while explicitly preserving unaffected AMA-based performance monitoring. The guide distinguishes current AMA/DCR from retired MMA/OMS, records ADMT's deprecated support state, and marks Azure Disk Encryption's September 15, 2028 retirement and encryption-at-host direction. It prominently records AZ-801 retirement on September 30, 2026 at 5:00 PM Central Standard Time, links AZ-802, and discloses the canonical-study-guide versus exam-page weight discrepancy. The official blueprint snapshot SHA-256 is c279fe648d4e3a6c67df9e119c95335e042937b93b83ffbf6a07d7f0ce51a76f.

AZ-802 coverage record

The October 28 group-05 refresh maps 115 detailed current tasks, separately from any coarse Office adapter snapshot. Current links: 86 reachable, 5 access-blocked, zero missing/error. Documented evidence gaps keep the bounded source gate blocked. Human/product validation remains pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 27 deep review maps 115 detailed objectives. Complete guide review maps 115 objectives in 18 groups; adds four worked examples, a ninth evidence lab, six answered checks and two qualified blog readings. Correct second-hop, GPU-P, dMSA, File Sync, SMB and monitoring lifecycle boundaries; remove stale beta language. Preserve unresolved SSH Direct support and public training/practice discrepancies. No infrastructure lab or human review executed. Current guide citations: 88 registered, 83 reachable, 5 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Deploy and manage Active Directory Domain Services (AD DS)	Sections 1–2, integrated scenarios, and Labs 1–2 and 8
Manage Windows Server instances and workloads in a hybrid environment	Section 3, branch scenario, and Labs 2–3
Manage virtual machines	Section 4, consolidated operating scenario, and Labs 4–5; SSH Direct is covered provisionally with an explicit evidence gap
Implement and manage an on-premises and hybrid networking infrastructure	Section 5, branch scenario, and Labs 5–6
Manage storage and file services	Section 6, file-workload migration scenario, and Lab 7
Secure Windows Server infrastructure	Section 7, all integrated scenarios, and Labs 1–3 and 5–8
Monitor and troubleshoot Windows Server environments	Section 8, all integrated scenarios, and Labs 3–8

Six objective groups and the documented portions of the virtual-machine group map to operating dependencies, decisions, failure signals, and recovery proof. SSH Direct remains an explicit evidence exception. The September 7 best-effort pass restores a bounded, cited technical model from Microsoft Hyper-V/VSOCK documentation, Microsoft-owned Debian lab code, and qualified Ubuntu, Red Hat-family, SUSE/openSUSE, Oracle Linux, systemd, libvirt, Microsoft Press, and expert evidence. It also provides a read-only preflight, confidence matrix, negative tests, and rollback. The source-validation record remains blocked and the guide stays review-required because Microsoft has not published a current end-to-end support contract, universal distribution procedure, authentication boundary, or compatibility matrix. The guide has three scenarios, eight labs, and 28 checks. All 79 cited URLs are cataloged: 74 reachable, five access-blocked, and none missing. The official blueprint snapshot SHA-256 is ec584efe0ea08ae5ad6bbcef992c1b4a4e6b18826193ece06a76114757c8f65d.

DP-300 coverage record

The October 28 group-01 refresh maps 94 current detailed objectives. Current link evidence is 80 registered, 77 reachable, 3 automation-blocked and 0 missing/error. The current source gate passed; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 27 deep review maps 94 detailed objectives. Whole guide read; 94 October 27 objectives in 15 groups individually mapped while retaining April 24 baseline. Fill Intelligent Insights gap, add five worked examples, two labs and eight answers (ten labs/36 answered checks total), two qualified Microsoft blog readings, current course metadata and two dated checkpoints. Clarify watcher target coverage, weighted Query Store data, MI completion, enclave/client support, preview compaction, automatic tuning, job identity and backup scope. Ten offline checks passed; no SQL/infrastructure execution; human review pending. Current guide citations: 75 registered, 72 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Plan and implement data platform resources	Sections 1–2, migration scenario, and Labs 1–2
Implement a secure environment	Section 3, migration and recovery scenarios, and Lab 3
Monitor, configure, and optimize database resources	Section 4, performance scenario, and Labs 4–5
Configure and manage automation of tasks	Section 5, all integrated scenarios, and Lab 6
Plan and configure a high availability and disaster recovery (HA/DR) environment	Section 6, migration and recovery scenarios, and Labs 7–8

The review maps every April 24, 2026 subobjective to a platform decision, configuration boundary, signal, failure action, or recovery proof. Three integrated scenarios, eight labs, and 28 original knowledge checks cover Azure SQL Database, Managed Instance, SQL Server VMs/hybrid SQL, Fabric SQL, both Arc SQL models, deployment and migration, layered security, database watcher and engine tuning, automation, and platform-specific backup/HA/DR. All 65 cited URLs are cataloged: 62 were reachable and three O'Reilly/Udemy pages were access-blocked; none was missing or broken. The guide explicitly labels Azure Data Studio retired on February 28, 2026 and uses supported current migration paths. No upcoming blueprint change or retirement was announced. The official blueprint snapshot SHA-256 is 08cba3368c07be28f4abeea90be94256a0cd0fc247ed53f2561fd340c0df3e4b.

DP-420 coverage record

The October 28 group-01 refresh maps 56 current detailed objectives. Current link evidence is 92 registered, 89 reachable, 3 automation-blocked and 0 missing/error. The current source gate passed; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 27 deep review maps 56 detailed objectives. Whole guide read; 56 published October 6 objectives in 12 groups mapped to existing foundations and expanded transition content. Preserve the July baseline and record the expected live-page difference. Correct change-feed bootstrap, TTL, pagination and net backlog drain; add four worked examples, two labs, 36 answer checkpoints and two qualified blogs. No cloud, kit or infrastructure execution; human review pending. Current guide citations: 92 registered, 89 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Design and implement data models	Sections 1–2, all integrated scenarios, and Labs 1–3
Design and implement data distribution	Section 3, global-commerce scenario, and Lab 4
Integrate an Azure Cosmos DB solution	Section 4, all integrated scenarios, and Labs 5–6
Optimize an Azure Cosmos DB solution	Section 5, commerce and IoT scenarios, and Labs 1–5
Maintain an Azure Cosmos DB solution	Section 6, all integrated scenarios, and Labs 6–8

The review maps every July 21, 2026 subobjective to an access-pattern decision, implementation boundary, measurable signal, failure action, or recovery proof. Three integrated scenarios, eight labs, and 30 original knowledge checks cover document modeling and schema versioning, natural/synthetic/hierarchical partitioning, throughput, current SDK/query/transaction/server-side patterns, regions/consistency/conflicts, Fabric mirroring and transitional Synapse analytical paths, replay-safe change feed, indexing/cache optimization, observability, backup/PITR, layered security, data movement, and IaC. All 76 cited URLs are cataloged: 73 were reachable and three O'Reilly/Udemy pages were access-blocked; none was missing or broken. The guide prominently records that Synapse Link is no longer supported for new projects while retaining its still-published exam objectives for existing deployments, and points new analytical designs to Fabric mirroring. It labels current limits, preview backup tiers, pricing, vendor alignment, and evolving integrations for re-verification. No upcoming blueprint change or exam retirement was announced. The official blueprint snapshot SHA-256 is 7966ceca9589ef574018cacb35f5bcd02a55b148a34107310b5e7c9e1e52de7a.

DP-750 coverage record

The October 28 group-01 refresh maps 77 current detailed objectives. Current link evidence is 74 registered, 70 reachable, 4 automation-blocked and 0 missing/error. The current source gate passed; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 27 deep review maps 77 detailed objectives. Whole guide read and all 77 October objectives in twelve groups mapped; March baseline retained. Correct ten-language availability, Unity Catalog principal boundaries and SQL volume/order examples. Add four worked examples, two labs, 44 answer checkpoints and two qualified Databricks blog exercises. Clarify ABAC identity/preview scope, file and CDC replay, schema/expectation behavior, pipeline test isolation, bundle engine migration and maintenance windows. Nine synthetic assertions and one Python syntax parse passed; no Azure or Databricks execution. Three research checkpoints added; human review pending. Current guide citations: 72 registered, 68 reachable, 4 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Set up and configure an Azure Databricks environment	Sections 1–2, all integrated scenarios, and Labs 1–2
Secure and govern Unity Catalog objects	Section 3, governed sales and external-sharing scenarios, and Labs 2–3
Prepare and process data	Section 4, all integrated scenarios, and Labs 4–6
Deploy and maintain data pipelines and workloads	Section 5, all integrated scenarios, and Labs 5–8

The review maps every March 11, 2026 subobjective to an environment, governance, ingestion, processing, delivery, evidence, failure, or recovery decision. Three integrated scenarios, eight labs, and 36 original knowledge checks cover compute and libraries, Unity Catalog objects and permissions, ABAC/filters/masks, identity and secrets, lineage/audit/sharing, modeling and layout, batch/stream/CDC ingestion, quality, jobs, Git/testing/bundles, Spark troubleshooting, Delta maintenance, cost, and Azure monitoring. All 52 cited URLs are cataloged: 48 were reachable and four O'Reilly/Udemy pages were access-blocked; none was missing or broken. The guide explicitly reconciles current Lakeflow Spark Declarative Pipelines and Declarative Automation Bundles names with legacy DLT and published Asset Bundles wording. It labels runtime support, serverless availability, preview boundaries, limits, pricing, commercial alignment, and changing product names for re-verification. No upcoming blueprint change or exam retirement was announced. The official blueprint snapshot SHA-256 is eba786118a9e5129571b0a9505b8849bd82f3cdf84e2da759d735f354f27fb84.

DP-800 coverage record

The October 28 group-02 refresh maps 73 current detailed objectives. Current link evidence is 97 registered, 95 reachable, 2 automation-blocked and 0 missing/error. The current source gate remains blocked by the documented source conflicts. Earlier dates, counts and accepted scope below describe historical reviews.

The September 27 deep review maps 73 detailed objectives. Whole guide read and all 73 October objectives in eleven groups mapped; March 12 baseline retained. Correct stale CES-removal and English-only statements, RLS update protection, embedding-model scope and DAB 2.0 identity defaults. Add five worked examples, two labs, 44 answers and two qualified Microsoft blog exercises. Clarify change retention/retries, embedding version guards, vector retrieval/evaluation and Fabric mirroring boundaries. Ten synthetic assertions and one JSON parse passed; no SQL, DAB or Azure execution. Three research checkpoints added; human review pending. Current guide citations: 94 registered, 92 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Design and develop database solutions	Sections 1–2, all integrated scenarios, and Labs 1–2
Secure, optimize, and deploy database solutions	Section 3, all integrated scenarios, and Labs 3–7
Implement AI capabilities in database solutions	Section 4, tenant-safe RAG scenario, and Labs 7–8

The review maps every March 12, 2026 subobjective to a requirement, platform decision, implementation boundary, evidence artifact, failure action, or recovery path. Three integrated scenarios, eight labs, and 36 original knowledge checks cover relational/JSON/specialized design, modern T-SQL, AI-assisted tools and MCP, layered security, concurrency, plans and Query Store, database projects and deployment controls, Data API builder, monitoring, change processing, external models, embedding lifecycle, ENN/ANN/vector indexes, hybrid retrieval, RRF, and secure grounded generation. All 86 cited URLs are cataloged: 84 were reachable, while O'Reilly and Udemy returned access-blocked HTTP 403; none was missing or broken. The guide labels fast-changing platform, compatibility, JSON/regex/fuzzy/vector and preview boundaries, uses current Microsoft Foundry naming while identifying older names, and records the August 15, 2026 CES Event Hubs AMQP-to-Kafka transition. No upcoming blueprint change or exam retirement was announced. The official blueprint snapshot SHA-256 is 5302e42b10e2f414caa1fba1ef4e641ecfb85b44d87bb39635b5caea2ac79e7f.

AI-200 coverage record

The October 28 detailed refresh remaps all 27 current October 7 tasks, accepts the actual page snapshot, and preserves its internal 30–35% versus 25–30% data-weight conflict. The Managed Redis conversion discrepancy also remains open, so the current source gate stays blocked. Ten labs remain unexecuted in this refresh; 50 original answered checks and exact data-service learning routes support study. Current citations:81 registered,78 reachable,three automation-blocked,none missing/error. Earlier offline assertions below are historical, not new cloud execution.

Historical baseline and earlier review

The September 28 deep review maps 27 detailed objectives. Whole guide and 27 unchanged objectives mapped across nine groups. Add six worked examples, ten labs, 48 explained checks and a Redis engineering blog worksheet; correct identity, data, retry, lifecycle, rotation, sampling and catalog boundaries. Twenty-six offline assertions, five Python syntax checks and one YAML parse passed; only the local reducer executed. Managed Redis conversion-document conflict remains open. No infrastructure/SDK/paid-content execution; independent human review pending. Current guide citations: 75 registered, 71 reachable, 4 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Develop containerized solutions on Azure	Sections 1–2, all integrated scenarios, and Labs 1–3
Develop AI solutions by using Azure data management services	Section 3, all integrated scenarios, and Labs 4–6
Connect to and consume Azure services	Section 4, ingestion and AKS scenarios, and Lab 7
Secure, monitor, troubleshoot Azure solutions	Section 5, all integrated scenarios, and Lab 8

The review maps every subobjective on the official page last updated May 5, 2026 to a production dependency, implementation boundary, evidence artifact, failure action, or recovery path. Three integrated scenarios, eight labs, and 36 original knowledge checks cover ACR/Tasks, App Service, Container Apps revisions/KEDA, AKS manifests and troubleshooting, Cosmos SDK/RU/vector/change feed, PostgreSQL/pgvector and resource/connection tuning, Managed Redis cache/vector behavior, Service Bus settlement/DLQ, Event Grid filters/retry, Functions, Key Vault rotation, App Configuration, OpenTelemetry and KQL. All 55 cited URLs are cataloged: 51 were reachable and four Udemy pages were automation-blocked; none was missing or broken. The guide records that no Microsoft Practice Assessment was available, the exact Azure Cache for Redis retirement transition, and current platform/vector/SDK volatility. No upcoming exam blueprint change or retirement was announced. The official blueprint snapshot SHA-256 is 3dc5dfbae796cc5345c92061d04d0e671d5ebc7252ac057038ca61b8b8a6e464.

AI-300 coverage record

The October 28 group-03 refresh maps 58 current detailed objectives. Current link evidence is 61 registered, 59 reachable, 2 automation-blocked and 0 missing/error. The current source gate passed; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 58 detailed objectives. Whole guide and 58 unchanged objectives mapped across fourteen groups. Add six worked examples, ten labs, 48 explained checks and two bounded blog exercises; correct toolchain, reuse, feature lineage, rollout, network, capacity, evaluation, monitoring, retrieval, lifecycle and catalog boundaries. Twenty-seven offline assertions passed; one local gate executed and one YAML fragment parsed. No cloud, SDK, model, deployment or paid-content execution; independent human review pending. Current guide citations: 55 registered, 53 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Design and implement an MLOps infrastructure	Section 1, all scenarios, Labs 1–2
Implement machine learning model lifecycle and operations	Section 2, regulated-model scenario, Labs 3–5
Design and implement a GenAIOps infrastructure	Section 3, GenAI scenarios, Lab 6
Implement generative AI quality assurance and observability	Section 4, GenAI scenarios, Lab 7
Optimize generative AI systems and model performance	Section 5, RAG/fine-tuning scenarios, Lab 8

The review maps every subobjective on the official page last updated March 5, 2026 to infrastructure, reproducibility, lifecycle, deployment, monitoring, evaluation or optimization evidence. Three scenarios, eight labs and 36 original checks cover workspace assets and registries, identity/private networking, Bicep/CLI/GitHub OIDC, MLflow/AutoML/sweeps/distributed training, feature specifications, responsible registration, online/batch rollout, drift/retraining, Foundry/model/PTU/prompt delivery, quality/safety/tracing/cost, RAG tuning/A-B tests and governed fine-tuning/synthetic data. All 41 URLs are cataloged: 39 reachable and two Udemy pages automation-blocked; none broken. No upcoming exam change or retirement was announced. Blueprint SHA-256: 79d7fabcf253e7ac5f5f7629397075867d22c48045c2483c9d03e1b217215f41.

AI-500 coverage record

The October 28 group-01 refresh maps 55 current detailed objectives. Current link evidence is 42 registered, 40 reachable, 2 automation-blocked and 0 missing/error. The current source gate passed; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 55 detailed objectives. Whole guide read; all 55 unchanged July objectives mapped across 12 groups. Add six worked examples, two labs (ten total), 44 answered checks, and two bounded Microsoft engineering blog exercises. Correct hosted migration/identity, A2A GA versus default preview, Search filtering, interrupt replay, moderation/red-team coverage, evaluation and catalog boundaries. Nineteen offline assertions passed including the original Python replay example; no cloud, framework, model or paid-content execution; independent human review pending. Current guide citations: 40 registered, 38 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Architect multi-agent solutions	Sections 1–2, all integrated scenarios, Labs 1–3
Develop multi-agent solutions in Azure	Sections 3–5, all integrated scenarios, Labs 2–5
Evaluate, optimize, and monitor multi-agent solutions	Section 6, all integrated scenarios, Labs 5–7
Secure, govern, and deploy multi-agent solutions	Section 7, all integrated scenarios, Labs 3 and 6–8

The review maps every subobjective on the official page last updated July 16, 2026 to an architecture, implementation, evaluation, operating, security, governance, or release decision. Three integrated scenarios, eight independent labs, and 36 original checks cover agent boundaries and topology; Agent Framework, HITL, MCP and A2A; identity, OBO, memory and RAG; prompts, context, fine-tuning, tools and middleware; layered evaluation, continuity failures, tracing, SLOs and cost; and guardrails, red teaming, environment promotion and controlled rollout. All 32 cited URLs are cataloged: 30 were reachable and O'Reilly and Udemy returned access-blocked HTTP 403; none was missing or broken. The guide distinguishes current Microsoft Foundry from classic material, marks preview/volatile behavior, records the beta exam and AI-103 credential prerequisite, separates the live beta from AI-500T00's September 30 availability, and records the absence of an official Practice Assessment and exact paths from several commercial providers. No upcoming blueprint change or retirement was announced. Blueprint SHA-256: 498ed5ca3e5f1ac958dedea4b84cb33a34a8ff0f5aa239540fd7283bc41360e8.

AB-620 coverage record

The October 28 group-03 refresh maps 44 current detailed objectives. Current link evidence is 61 registered, 59 reachable, 2 automation-blocked and 0 missing/error. The current source gate passed; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 44 detailed objectives. Whole guide and all 44 unchanged objectives mapped across nine groups. Add six original worked examples, ten labs, 48 answered checks and two blog exercises. Correct course/language metadata, harness and protocol support, credential boundaries, approval routing/ALM, retrieval, cards, evaluation, telemetry and throughput. Twenty-four offline assertions passed; no tenant, model, flow, approval, SDK, deployment or paid-content execution; independent human review pending. Current guide citations: 54 registered, 52 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Plan and configure agent solutions	Sections 1–3, all integrated scenarios, Labs 1–3
Integrate and extend agents in Copilot Studio	Sections 4–5, all integrated scenarios, Labs 4–6
Test and manage agents	Sections 6–7, all integrated scenarios, Labs 7–8

The review maps every subobjective on the official page last updated April 21, 2026 to an agent object, integration boundary, identity/governance decision, test, signal, or recovery path. Three integrated scenarios, eight independent labs, and 36 original checks cover classic-versus-new Copilot Studio; architecture, audiences, channels, identity and governance; agent flows/HITL, topics, Power Fx, Adaptive Cards, prompts, generative answers and variables; enterprise knowledge, Azure AI Search, connectors, REST, MCP and computer use; child, connected, Foundry, Fabric and A2A agents; evaluation and Application Insights; and solutions, environment variables and pipelines. All 31 cited URLs are cataloged: 29 were reachable and two Udemy pages returned access-blocked HTTP 403; none was missing or broken. The guide records that the active credential no longer carries a beta label, that official objective paths are classic-experience based while the new experience remains preview with no conversion path, that the three self-paced paths are live while the three-day course is dated September 18, and that no official Practice Assessment or exact resource from several commercial providers was verified. No upcoming blueprint change or retirement was announced. Blueprint SHA-256: 8b9f6ca0601cf631a000763ce7a0cca802a0177c66d7a4e3cc29d84d52188dfc.

SC-100 coverage record

The October 28 group-02 refresh maps 81 current detailed objectives. Current link evidence is 57 registered, 54 reachable, 3 automation-blocked and 0 missing/error. The current source gate remains blocked by the documented source conflicts. Earlier dates, counts and accepted scope below describe historical reviews.

The September 27 deep review maps 81 detailed objectives. Whole guide read and 81 October objectives in 14 groups individually mapped; July 28 baseline retained. Correct current prerequisite and agent-policy targets; add five worked examples, two labs, eight new answers (44 total) and two qualified Microsoft blog exercises. Clarify recovery, Sentinel, Key Vault, CSPM/CIEM, policy, network, Copilot and storage boundaries. Thirteen offline arithmetic/set checks passed; no tenant or infrastructure lab execution. Five lifecycle checkpoints added; human review pending. Current guide citations: 56 registered, 53 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Design solutions that align with security best practices and priorities	Section 1, all integrated scenarios, Labs 1–2
Design security operations, identity, and compliance capabilities	Section 2, all integrated scenarios, Labs 3–6
Design security solutions for infrastructure	Section 3, all integrated scenarios, Labs 3 and 6–7
Design security solutions for applications and data	Section 4, AI/Copilot and web/API scenarios, Labs 2 and 7–8

The review maps every July 28, 2026 subobjective to a strategy, control boundary, implementation choice, evidence artifact, failure condition, or recovery action. Three integrated scenarios, eight independent labs, and 36 original checks cover ransomware/BCDR and privileged recovery; MCRA, MCSB, Zero Trust, CAF, WAF, landing zones, secure AI and DevSecOps; XDR/SIEM/SOAR and ATT&CK; human, external, workload and agent identity; enterprise privileged access and compliance; multicloud CSPM/CWPP, Azure Arc, EASM and Exposure Management; endpoints, OT/IoT, cloud service models and SSE; Microsoft 365/Copilot; and application, API, WAF, encryption and data security. All 36 cited URLs are cataloged: 34 were reachable and two O'Reilly pages returned access-blocked HTTP 403; none was missing or broken. The guide marks 2022–2025 secondary resources as older foundations, verifies the active exam and current prerequisite credentials, records a free Microsoft Practice Assessment and 20 hours 58 minutes of current Microsoft Learn paths, and labels agent, AI, SSE, Exposure Management, and Copilot volatility. No upcoming blueprint change or retirement was announced. Blueprint SHA-256: 342b0f01a93d8047a5dbc4ecc9d9529b94191d6cab60c99af7307251aaee6099.

SC-200 coverage record

The October 28 group-02 refresh maps 54 current detailed objectives. Current link evidence is 61 registered, 59 reachable, 2 automation-blocked and 0 missing/error. The current source gate remains blocked by the documented source conflicts. Earlier dates, counts and accepted scope below describe historical reviews.

The September 27 deep review maps 54 detailed objectives. Whole guide read; 54 October objectives in nine groups individually mapped while retaining July 28 baseline. Add five worked examples, two labs, eight answers (44 total) and two qualified Microsoft blog exercises. Update September Sentinel onboarding/history/Fabric limits, collection budgets, event identity, automation mapping, ingestion latency, TI versions, Graph/MCP/live-response boundaries and resource metadata. Twelve offline checks passed; no tenant or KQL execution. Two Microsoft documentation conflicts remain open; three follow-up checkpoints added; human review pending. Current guide citations: 60 registered, 58 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Manage a security operations environment	Section 1, all integrated scenarios, Labs 1–4
Respond to security incidents	Section 2, all integrated scenarios, Labs 5–7
Perform threat hunting	Section 3, long-horizon scenario, Labs 4 and 8

The review maps every July 28, 2026 subobjective to a configuration boundary, operating decision, query or investigation path, evidence artifact, failure action, or recovery proof. Three integrated scenarios, eight independent labs, and 36 original checks cover Defender XDR notifications/tuning, Endpoint settings/ASR/device groups/custom data collection, AIR and attack disruption, Sentinel automation, roles, tiers/retention, workbooks and SOC optimization, multisource AMA/DCR/WEF/Syslog/CEF ingestion, diagnostics, indicators/custom tables, Defender and Sentinel detection engineering, cross-domain response, Endpoint actions, Purview/Audit/eDiscovery/Graph evidence, KQL, Advanced Hunting, threat analytics, Sentinel Graph, data-lake jobs/summaries, notebooks, Security Copilot, agentic investigation, and Sentinel MCP. All 48 cited URLs are cataloged: 46 were reachable and the O'Reilly and Udemy pages returned access-blocked HTTP 403; none was missing or broken. The guide marks older secondary resources as foundations, verifies the active credential and free Practice Assessment, records 43 hours 12 minutes of current Microsoft Learn paths, and calls out the March 31, 2027 Sentinel Azure-portal support end. No upcoming blueprint change or exam retirement was announced. Blueprint SHA-256: c64e8b14b67c6cd01b9ec4df39441c9d83971c5e2db87010561edbb07eda656e.

SC-300 coverage record

The October 28 group-02 refresh maps 98 current detailed objectives. Current link evidence is 72 registered, 69 reachable, 3 automation-blocked and 0 missing/error. The current source gate remains blocked by the documented source conflicts. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 98 detailed objectives. Whole guide read; 98 April objectives in 16 groups mapped, accepted baseline unchanged. Official authentication-domain weight conflict remains open. Add five examples, two labs (ten total), answers to 36 existing checks plus 12 new answered checks (48 total), two qualified blog tasks and six follow-ups. Expand restricted roles, hybrid maintenance, CBA/Kerberos, baseline scopes/risk/workload CA, GSA, managed-identity caching, review removal/PIM timing, file migration and retained evidence. Ten offline checks passed; no tenant or KQL execution; human review pending. Current guide citations: 69 registered, 66 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Implement and manage user identities	Section 1, hybrid and partner scenarios, and Labs 1–3
Implement authentication and access management	Section 2, all integrated scenarios, and Labs 4–5
Plan and implement workload identities	Section 3, SaaS and workload scenarios, and Labs 6–7
Plan and automate identity governance	Section 4, all integrated scenarios, and Lab 8

The review maps every April 27, 2026 subobjective to an identity lifecycle, delegation decision, authentication/authorization boundary, configuration dependency, evidence artifact, failure action, or recovery path. Three integrated scenarios, eight labs, and 36 original checks cover tenant roles/AUs/settings; workforce, device, license and custom-attribute lifecycle; external/cross-tenant and hybrid identity; strong authentication, TAP, passkeys, SSPR and Windows Hello; Conditional Access, risk and Global Secure Access; managed/application identities; enterprise apps, App Proxy and consent; Defender for Cloud Apps; entitlement, access reviews, PIM and emergency access; and logs, KQL, workbooks and Identity Secure Score. All 45 cited URLs are cataloged: 43 were reachable and two O'Reilly book pages were access-blocked; none was missing or broken. The guide verifies the active exam, free Practice Assessment and 15 hours 11 minutes of current Learn paths, labels older resources by current gaps, marks fast-changing Cloud Sync, registration, GSA and MDCA behavior VERIFY CURRENT, and discloses Microsoft's own conflicting authentication-domain weight. No upcoming blueprint change or retirement was announced. Blueprint SHA-256: 242f9f0cedd16af9ee78aa8d389ab62fcba2a925f7b86070d44f94d5f98c624b.

SC-500 coverage record

The October 28 group-04 refresh maps 87 current detailed objectives. Current link evidence is 66 registered, 62 reachable, 4 automation-blocked and 0 missing/error. The current source gate remains blocked by the documented source conflicts. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 87 detailed objectives. All 87 objectives mapped against unchanged May 2026 page baseline. Seven worked examples, ten labs, 48 answered checks and 39 local assertions. Update identity/KeyVault/AI coverage,Sentinel/Copilot boundaries,release dates,blogs and 63-placement training catalog. No live infrastructure or paid-content execution; human review pending. Current guide citations: 62 registered, 58 reachable, 4 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Manage identity, access, and governance	Section 1, all integrated scenarios, and Labs 1–3
Secure storage, databases, and networking	Section 2, all integrated scenarios, and Labs 4–5
Secure compute	Section 3, AI/platform/hybrid scenarios, and Labs 6–8
Manage and monitor security posture	Section 4, all integrated scenarios, and Labs 3 and 7–8

The review maps every objective on the official page last updated May 13, 2026 to an identity, authorization, data, network, compute, posture, monitoring, evidence, failure, or recovery decision. Three integrated scenarios, eight independent labs, and 36 original checks cover PIM, Conditional Access, app/workload identity, Key Vault, Policy/compliance/RBAC/Backup/IaC, Storage/SQL/networking, SharePoint and Copilot data, Copilot Studio protection, Entra Agent ID, AI Gateway, Defender for AI Services, Foundry guardrails, Data and AI dashboard, VMs/Arc, containers/application platforms, Defender posture/multicloud/EASM, Sentinel collection/automation/retention/Purview, and Security Copilot. All 51 cited URLs are cataloged: 49 were reachable, while the O'Reilly legacy video and one Udemy course were access-blocked; none was missing or broken. The guide verifies the active 120-minute exam, absent Practice Assessment, August 31, 2026 AZ-500 retirement, 30 hours 8 minutes of current Microsoft Learn paths, and MIT-licensed Tim Warner companion. It labels AZ-500-only resources as incomplete foundations and marks AI, Agent ID, Gateway, Defender-plan, disk-encryption, Sentinel-portal, and Security Copilot volatility VERIFY CURRENT. No upcoming blueprint change or SC-500 retirement was announced. The official blueprint snapshot SHA-256 is 9f832db799678f547b3272c902e5529c77077e2cd4272326cf8ad94ef50cf7c6.

MS-102 coverage record

The October 28 group-01 refresh maps 54 current detailed objectives. Current link evidence is 82 registered, 79 reachable, 3 automation-blocked and 0 missing/error. The current source gate remains blocked by the documented source conflicts. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 54 detailed objectives. Whole guide read; all 54 April objectives in 12 groups mapped with unchanged accepted baseline and November 30 retirement. Add five worked examples, two labs (ten total), answers to all 36 existing questions and eight new answered checks (44 total), two qualified blog exercises and six follow-ups. Update Backup, license and memberOf migration, sync version/application identity, CA/email precedence, Teams DLP and resource metadata. Ten offline checks and one PowerShell syntax parse passed; no tenant execution. Second-year Backup restore cadence remains an open documentation gap; human review pending. Current guide citations: 79 registered, 76 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Deploy and manage a Microsoft 365 tenant	Section 1, all integrated scenarios, and Labs 1–4
Implement and manage Microsoft Entra identity and access	Section 2, hybrid identity scenarios, and Labs 5–6
Manage security and threats by using Microsoft Defender XDR	Section 3, all integrated scenarios, and Lab 7
Manage compliance by using Microsoft Purview	Section 4, data-exfiltration scenario, and Lab 8

The review maps every April 28, 2026 subobjective to a tenant, identity, security, compliance, operating, evidence, failure, or recovery decision. Three integrated scenarios, eight independent labs, and 36 original checks cover domains/DNS, health/network/update/usage/Backup, identities/groups/licenses/Graph, cross-workload roles/AUs/PIM, Connect Sync and Cloud Sync, authentication/SSPR/Password Protection/risk/Conditional Access, Exposure Management/Secure Score/XDR, Defender for Office 365/Endpoint/Cloud Apps, and Purview classification/labels/retention/explorers/workload and endpoint DLP. All 56 cited URLs are cataloged: 53 were reachable and two O'Reilly pages plus the Udemy page were automation-blocked; none was missing or broken. The guide records the November 30, 2026 exam and certification retirement, absence of an officially named direct replacement, free Practice Assessment, 28 hours 45 minutes of current Learn paths, five-day course, and freshness gaps in older resources. Blueprint SHA-256: 97ce6b34e98fb43947409e8b7997f3de72e6cae7a62102dfdea849bfb177c92a.

AB-650 coverage record

The October 28 group-01 refresh maps 58 current detailed objectives. Current link evidence is 56 registered, 54 reachable, 2 automation-blocked and 0 missing/error. The current source gate remains blocked by the documented source conflicts. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 58 detailed objectives. Whole guide read and all 58 unchanged July objectives mapped across ten groups. Add six synthetic worked examples, two labs (eleven total), 48 answered checks and a bounded InsideTrack operations exercise. Update recovery, network, meetings, risk migration, Cowork access/billing, provider scope, agent identity, templates, registry and Purview boundaries. Second-year Backup restore frequency remains unresolved. Twelve offline assertions passed; no tenant or paid-content execution; human review pending. Current guide citations: 48 registered, 46 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Configure and manage Microsoft 365 tenants and workloads	Section 1, all integrated scenarios, and Labs 1–2
Govern and secure Microsoft 365 tenants and workloads	Section 2, all integrated scenarios, and Labs 3–6
Manage and secure AI services in Microsoft 365	Section 3 agent identity/settings/templates/Purview coverage, all scenarios, Labs 2 and 6–9, and checks 37–40

The September 5 repair adds distinct Entra Agent ID lifecycle and blueprint handling, tenant agent settings and allowed types, Agent 365 policy templates, Purview default onboarding versus explicitly scoped controls, and compliance-gap remediation. Three scenarios, nine labs, and 40 checks exercise the current coverage. All 26 cited URLs were reachable. Fast-moving AI, Agent 365, Copilot, and portal behavior remains marked VERIFY CURRENT. Blueprint SHA-256: e70d10682f078cb6887f7dde679f56661e63dfeabb221779f6b0ff4ab08bdf1a.

MD-102 coverage record

The October 28 group-02 refresh maps 83 current detailed objectives. Current link evidence is 68 registered, 65 reachable, 3 automation-blocked and 0 missing/error. The current source gate remains blocked by the documented source conflicts. Earlier dates, counts and accepted scope below describe historical reviews.

The September 27 deep review maps 83 detailed objectives. Whole guide read; 83 October objectives in 13 groups individually mapped while retaining July 24 baseline. Add five worked examples, two labs and eight answers (ten labs/47 answered checks total), two qualified blog readings and five dated follow-ups. Correct legacy app-grant guidance and expand deployment rollback, backup/restore, live versus inventory queries, hotpatch, remediation and agent lifecycle/identity. Catalog metadata is qualified and September 28 entries remain upcoming. Ten offline checks passed; no tenant/device execution; human review pending. Current guide citations: 59 registered, 56 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Prepare infrastructure for devices	Section 1, all integrated scenarios, and Labs 1–2
Manage and maintain devices	Section 2, Autopilot scenario, and Labs 3–4
Protect devices	Section 3, agent recommendation scenario, and Lab 5
Manage and secure applications	Section 4, BYOD/Autopilot scenarios, and Labs 6–7
Optimize endpoint operations by using automation, monitoring, and reporting	Section 5 alert-rule workflow, all scenarios, Lab 8, and checks 37–39

The September 5 repair adds source-aware alert paths for compliance drift, enrollment failure, and configuration conflicts, including source latency, query/threshold/scope decisions, action groups, validation, tuning, cleanup, and safe Lab 8 practice. Three scenarios, eight labs, and 39 checks cover the full objective map. All 40 cited URLs are cataloged: 37 reachable, three access-blocked, and none missing. Fast-moving Intune and alert surfaces remain marked VERIFY CURRENT. Blueprint SHA-256: ba90e464c3a81deac207962ffe32e88c3ac6b0d966c33ba77572bb3d83910009.

MS-700 coverage record

The October 28 group-02 refresh maps 97 current detailed objectives. Current link evidence is 48 registered, 44 reachable, 4 automation-blocked and 0 missing/error. The current source gate remains blocked by the documented source conflicts. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 97 detailed objectives. Whole guide read; all 97 published October objectives in twelve groups mapped while July accepted baseline remains unchanged. Add five worked examples, two labs (ten total), eight answered checks (44 total), two bounded blog readings and five follow-ups. Refresh network/QoS, policy/federation/app access, device/VDI, events/Copilot, voice funding/callback and telemetry. Private-channel Workflows support conflict remains open. Ten offline checks passed; no tenant, network, media, flow or PSTN execution; human review pending. Current guide citations: 45 registered, 41 reachable, 4 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Configure and manage a Teams environment	Section 1, all integrated scenarios, and Labs 1–4
Manage teams, channels, chats, and apps	Section 2, shared-channel/app scenarios, and Lab 5
Manage meetings and calling	Section 3, town-hall scenario, and Labs 6–7
Monitor, report on, and troubleshoot Teams	Section 4, all integrated scenarios, and Lab 8

The review maps every July 29, 2026 subobjective to a Teams/Microsoft 365 object, entitlement, role, identity, policy, media/network, data, application, call flow, evidence, failure, or recovery decision. Three integrated scenarios, eight independent labs, and 36 original checks cover network capacity/ports/QoS/readiness; roles, Defender/Purview/Conditional Access; group/team/data lifecycle and policy assignment; external access/guests/shared channels/B2B direct connect/MTO; Teams Rooms/devices/VDI; teams/templates/frontline/channels/messaging/apps; meetings/appointments/webinars/town halls/Copilot; Teams Phone numbers/resource accounts/auto attendants/queues; usage/alerts/CQD/Call Analytics; and client/sign-in/media/meeting/AI troubleshooting. All 21 cited URLs are cataloged: 17 were reachable and two O'Reilly plus two Udemy pages were automation-blocked; none was missing or broken. The guide records 19 hours 1 minute of Learn paths, the four-day course, free Practice Assessment, and freshness gaps in commercial resources. MTO, Copilot/AI, meeting controls, device, VDI and troubleshooting behavior is marked VERIFY CURRENT. Blueprint SHA-256: 7b8312756006b9ee0f6b8e5fdb134797ef97c6ed27f664d0f518b8007cd03061.

MS-721 coverage record

The October 28 group-02 refresh maps 173 current detailed objectives. Current link evidence is 84 registered, 83 reachable, 1 automation-blocked and 0 missing/error. The current source gate passed after independent platform-tab and linked-funding checks; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 173 detailed objectives. Whole guide read; all 173 unchanged April objectives in nineteen groups mapped. Add six worked examples, two labs (ten total), twelve answered checks (48 total), two bounded blog readings and five follow-ups plus existing shared VDI/event dates. Expand Shared Calling/SMS, routing/SBA/emergency/media, events/voice funding, Android portal/AOSP, interop, XML and desk association. Fourteen offline checks passed; no tenant, carrier, emergency, device or network execution. Historical catalog metadata qualified; human review pending. Current guide citations: 52 registered, 51 reachable, 1 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Plan and design collaboration communications systems	Section 1, all integrated scenarios, and Labs 1–2
Configure and manage Teams meetings, webinars, and town halls	Section 2, town-hall scenario, and Labs 3–4
Implement and configure Teams Phone	Section 3, phone-migration scenario, and Labs 4–6
Configure and manage Teams Rooms and devices	Section 4, Rooms sign-in scenario, and Labs 7–8

The review maps every April 28, 2026 subobjective to a meeting/event, identity, entitlement, number, policy, PSTN/carrier/SBC, network/media, device/room, evidence, failure, or recovery decision. Three integrated scenarios, eight independent labs, and 36 original checks cover meeting types/policies/templates/Premium/Copilot; Audio Conferencing; webinars, town halls and eCDN; Calling Plans, Operator Connect, Teams Phone Mobile, Direct Routing, Shared Calling and SMS; number lifecycle; SBC/SBA/LBR/LMO, compliance recording, contact centers and Queues app; network/QoS/CQD; voice-user policies; auto attendants and queues; emergency calling; Direct Routing implementation/troubleshooting; Rooms resource accounts/Conditional Access/enrollment; Windows, Android and SIP devices; BYOD/bookable desks; and device operations. All 19 cited URLs are cataloged: 18 were reachable and the O'Reilly page was automation-blocked; none was missing or broken. The guide records 14 hours 43 minutes of current Learn paths, the five-day course, free Practice Assessment, and April 2026 gaps in older commercial resources. Fast-moving Teams Premium, Copilot, Queues app, Android/MDEP, device and licensing behavior is marked VERIFY CURRENT. Blueprint SHA-256: 5167d7ad28df0c595db0836af19c921bc647da376dd96d029dbdf9f60555c5b0.

DP-600 coverage record

The October 28 group-01 refresh maps 41 current detailed objectives. Current link evidence is 44 registered, 41 reachable, 3 automation-blocked and 0 missing/error. The current source gate passed; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The PL-300 follow-up qualifies DP-600's ordinary Import column advice and answer 29 using the current Expression Context documentation. Its report and evidence retain this bounded correction; no engine lab was executed.

The September 27 deep review maps 41 detailed objectives. Whole guide read and all 41 published October objectives in seven groups mapped; July baseline retained. Correct Direct Lake variant/fallback, OneLake grants, Warehouse constraint, export/freshness and incremental refresh boundaries. Add four worked examples, two labs, eight answers, two qualified blog readings and three planned ADBC milestone rechecks. Six synthetic arithmetic/set assertions passed offline; no Fabric tenant or Power BI engine execution. Human review pending. Current guide citations: 34 registered, 31 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Maintain a data analytics solution	Section 1, all integrated scenarios, and Labs 1–2
Prepare data	Section 2, all integrated scenarios, and Labs 3–5
Implement and manage semantic models	Section 3, sales/performance scenarios, and Labs 6–8

The review maps every July 21, 2026 subobjective to a store, grain, transformation, query, identity/access layer, governance artifact, semantic-model behavior, lifecycle mechanism, performance signal, evidence, failure, or recovery decision. Three integrated scenarios, eight independent labs, and 36 original checks cover workspace/item/RLS/CLS/OLS/file controls; sensitivity labels and endorsement; Git, PBIP, templates, PBIDS, shared models, deployment, XMLA and impact analysis; lakehouse, warehouse, eventhouse, OneLake, catalog and Real-Time hub; Dataflows, notebooks, T-SQL, star schemas and quality; SQL, KQL and DAX; storage modes, relationships, calculations, large models, Direct Lake and incremental refresh; performance; and AI-ready semantics/Fabric IQ. All 16 cited URLs are cataloged: 14 were reachable and two O'Reilly pages were automation-blocked; none was missing or broken. The guide records 23 hours 20 minutes of current Learn paths, the four-day course, free Practice Assessment, and July 2026 gaps in older commercial resources. Fast-moving Direct Lake, OneLake security/integration, catalog, endorsement, Fabric IQ and data-agent behavior is marked VERIFY CURRENT. Blueprint SHA-256: 2b7d8452085a3503eaa3c72d3b5afd25ccb6dd2b42177e876d4c5d373051e3ec.

DP-700 coverage record

The October 28 group-01 refresh maps 54 current detailed objectives. Current link evidence is 53 registered, 50 reachable, 3 automation-blocked and 0 missing/error. The current source gate passed; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 27 deep review maps 54 detailed objectives. Whole guide read and all 54 published October objectives in ten groups mapped; July baseline retained. Add four worked examples, two labs, eight answers and a qualified Copy job blog exercise. Clarify reset/delete/net-change contracts, CDF replay, Eventstream time policies, OneLake/mirroring security, runtime compatibility and monitoring/performance limits. Eight synthetic arithmetic/set assertions passed; no Fabric tenant or engine execution. Add Runtime 2.0 rollout research checkpoint. Human review pending. Current guide citations: 47 registered, 44 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Implement and manage an analytics solution	Section 1, all integrated scenarios, and Labs 1–3
Ingest and transform data	Section 2, all integrated scenarios, and Labs 4–6
Monitor and optimize an analytics solution	Section 3, nightly-load scenario, and Labs 7–8

The review maps every July 21, 2026 subobjective to a configuration, identity/access layer, lifecycle mechanism, store, movement/transformation engine, grain/load contract, monitoring signal, failure boundary, optimization hypothesis, evidence, or recovery decision. Three integrated scenarios, eight independent labs, and 36 original checks cover Spark, domain, OneLake and Airflow settings; Git, database projects and deployment; layered access, masking, labels, endorsement and audit; Dataflow, pipeline and notebook orchestration; full, incremental, dimensional and streaming loads; lakehouse, warehouse, Eventhouse, shortcuts and mirroring; PySpark, SQL, KQL and data quality; Eventstream, Structured Streaming, windows and query acceleration; monitoring, alerts and every named error class; and lakehouse, pipeline, warehouse, Eventhouse, Eventstream, Spark and query optimization. All 27 cited URLs are cataloged: 26 were reachable and the O'Reilly early-release book was automation-blocked; none was missing or broken. The guide records 27 hours 49 minutes of current Learn paths, the four-day course, free Practice Assessment, an eight-hour O'Reilly bootcamp agenda, current commercial assessments, and explicit freshness/early-release caveats. Fast-moving Airflow, OneLake security, mirroring, query acceleration, Git/database-project and monitoring behavior is marked VERIFY CURRENT. Blueprint SHA-256: b250753e6f60be9e2a9625e9849d575999dc56fc6afe43788a85ce43db5e25a8.

SC-401 coverage record

The October 28 group-02 refresh maps 65 current detailed objectives. Current link evidence is 38 registered, 37 reachable, 1 automation-blocked and 0 missing/error. The current source gate passed; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 27 deep review maps 65 detailed objectives. Whole guide read and all 65 published October objectives in nine groups mapped. Preserve July baseline and unresolved October 28 versus October 14 official date conflict. Correct Data Explorer and JIT boundaries; add Power BI, audit retention, network DLP and priority-cleanup context, four worked examples, a ninth lab, six additional answers and one qualified Purview blog. Four arithmetic assertions checked offline; no tenant execution. Human review pending. Current guide citations: 35 registered, 34 reachable, 1 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Implement information protection	Section 1, all integrated scenarios, and Labs 1–4
Implement data loss prevention and retention	Section 2, all integrated scenarios, and Labs 5–7
Manage risks, alerts, and activities	Section 3, all integrated scenarios, and Labs 2, 5, and 8

The review maps every July 28, 2026 subobjective to a data requirement, classifier, label, user/device/location context, preventive/detective control, priority, evidence, exception, failure, investigation, or recovery decision. Three integrated scenarios, eight independent labs, and 36 original checks cover built-in/custom SITs, fingerprinting, EDM, trainable classifiers, OCR and explorers; item/container labels, protection, publishing, auto-labeling and Cloud Apps; client/scanner and email encryption; unified and Endpoint DLP, Adaptive Protection, precedence and just-in-time protection; retention labels/policies, adaptive scopes, Policy lookup, disposition and recovery; Insider Risk roles/connectors/Defender/signals/templates/policies/forensic evidence/risk levels/cases/notices; Audit, Activity Explorer, DLP/insider/XDR/Cloud Apps alerts and eDiscovery; and Microsoft/third-party AI protection with current-versus-classic DSPM terminology. All 24 cited URLs are cataloged: 23 were reachable and the Udemy page was automation-blocked; none was missing or broken. The guide records 20 hours 45 minutes of current Learn paths, the four-day course, free Practice Assessment, current MeasureUp metadata, and July 2026 gaps in older or unverified provider content. Fast-moving OCR, label/workload, Endpoint DLP, Adaptive Protection, AI, and DSPM behavior is marked VERIFY CURRENT. No upcoming blueprint change or retirement was announced. Blueprint SHA-256: 5ca7d97c4a3ab4854779d477e20c4c2f6fc0b3ddeb987c6b63b8211127f51e85.

PL-300 coverage record

The October 28 group-04 refresh maps 78 current detailed objectives. Current link evidence is 56 registered, 52 reachable, 4 automation-blocked and 0 missing/error. The current source gate passed; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 27 deep review maps 78 detailed objectives. Whole guide read and 78 April objectives in eleven groups mapped. Accept the reviewed editorial-only objective snapshot with old text/hashes preserved; date, weights and detailed objectives unchanged. Add four worked examples, two labs, eight answers, SQLBI performance reading and the updated Microsoft Q&A notice. Correct calculation-context, visual export/alert, RLS, refresh and Copilot boundaries; eight synthetic assertions passed, no Power BI engine/tenant labs. Add file-picker/Q&A checkpoints and a bounded DP-600 column clarification. Human review pending. Current guide citations: 48 registered, 44 reachable, 4 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Prepare the data	Section 1, all integrated scenarios, and Labs 1–2
Model the data	Section 2, all integrated scenarios, and Labs 3–4 and 8
Visualize and analyze the data	Section 3, all integrated scenarios, and Labs 5–6
Manage and secure Power BI	Section 4, regional-sales and operations scenarios, and Labs 7–8

The review maps every April 20, 2026 subobjective to a business requirement, grain, source/credential/privacy/gateway boundary, storage mode, quality/transformation/load rule, model relationship/calculation context, visual/interaction/accessibility decision, distribution/security/refresh control, evidence, failure, or recovery decision. Three integrated scenarios, eight independent labs, and 36 original checks cover shared models; Import, DirectQuery and Direct Lake; profiling and errors; Power Query folding/reference/duplicate/merge/append; fact/dimension keys; star schemas, date roles and relationships; DAX contexts, time/semi-additive measures, calculation groups and visual calculations; Performance Analyzer and DAX query view; visual selection, Copilot, paginated/mobile/accessibility and analysis; workspaces, apps, dashboards, distribution and endorsement; gateways and refresh; roles, item/model permissions, RLS and labels. All 25 cited URLs are cataloged: 22 were reachable and O'Reilly plus two Udemy pages were automation-blocked; none was missing or broken. The guide records 19 hours 52 minutes of current Learn paths, the three-day course, MIT official labs, free Practice Assessment, and current Reactor, Pluralsight, O'Reilly, Udemy, Coursera, Whizlabs and MeasureUp choices with explicit April 2026 freshness gaps. Fast-moving Direct Lake, Copilot, visual-calculation, workspace/app, licensing and label behavior is marked VERIFY CURRENT. No upcoming blueprint change or retirement was announced. Blueprint SHA-256: 4f6959b470d83a2a3095e739cb03912f957a60f07cd5108e70ddcf152ccd29ee.

MB-310 coverage record

The October 28 group-04 refresh maps 96 current detailed objectives. Current link evidence is 60 registered, 59 reachable, 1 automation-blocked and 0 missing/error. The current source gate passed; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 96 detailed objectives. Entire guide and 96 detailed August 14 objectives mapped; archive the previous condensed 89-row snapshot. Add eight worked examples, ten labs and 48 answered checks. Refresh tag validation, dimension-service lifecycle, FX/matching/netting, deferral posting, budget enforcement and derived books, plus three bounded article tasks and current catalogs. 35 local assertions passed; no tenant or paid-content execution. Independent human review pending. Current guide citations: 35 registered, 34 reachable, 1 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Implement financial management	Section 1, all integrated scenarios, and Labs 1–4
Implement accounts receivable, credit, collections, and subscription billing	Section 2, subscription-customer scenario, and Labs 4–5
Implement and manage accounts payable and expenses	Section 3, capital-purchase scenario, and Lab 6
Implement budgeting	Section 4, capital-purchase scenario, and Lab 7
Manage fixed assets	Section 5, capital-purchase scenario, and Lab 8

The review maps every August 14, 2026 subobjective to an accounting object, configuration, source document, subledger/voucher/ledger effect, control, reconciliation, evidence, failure, or recovery decision. Three integrated scenarios, eight independent labs, and 36 original checks cover chart/dimensions/structures/tags/defaulting; ledgers/currencies/revaluation/layers/allocations; journals/Excel/batch/reversal/intercompany; cash/bank/payment/reconciliation/forecast/netting; close/consolidation/elimination/settlement/tax; AR/credit/collections/subscription billing/deferrals; AP/matching/payments/expenses; all three budgeting capabilities; and fixed-asset books/depreciation/acquisition/transfer/disposal. All 15 cited URLs are cataloged: 14 were reachable and the Udemy page was automation-blocked; none was missing or broken. The guide records 48 hours 30 minutes of selected official paths, the four-day course, official public labs, free Practice Assessment, and explicit August 2026 gaps in older commercial resources. Cost management is marked removed and asset leasing adjacent. Blueprint SHA-256: f843902addfd9a29b5d0cfa9ae537ecc5a2afef4ca2b402013f08ed26d5e94d7.

MB-330 coverage record

The October 28 group-02 refresh maps 101 current detailed objectives. Current link evidence is 51 registered, 50 reachable, 1 automation-blocked and 0 missing/error. The current source gate passed; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 27 deep review maps 101 detailed objectives. Whole guide read and 101 October objectives in 17 groups individually mapped; June 20 baseline retained. Add four worked examples, two labs, 44 answers and two qualified Microsoft blog exercises. Clarify reservation/unit, quality, asset, consignment, landed-cost, mobile and Planning Optimization behavior; qualify stale catalog claims and historical durations. Ten synthetic arithmetic assertions passed; no Dynamics environment or mobile execution. Three checkpoints and roadmap research guidance updated; human review pending. Current guide citations: 48 registered, 47 reachable, 1 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Implement product information management	Section 1, all integrated scenarios, and Labs 1–2
Implement inventory and asset management	Section 2, regulated-inbound and equipment-failure scenarios, and Labs 2–4
Implement and manage supply chain processes	Section 3, regulated-inbound and customer-order scenarios, and Lab 5
Implement warehouse management and transportation management	Section 4, regulated-inbound and customer-order scenarios, and Labs 6–7
Implement master planning	Section 5, equipment-failure scenario, and Lab 8

The review maps every June 20, 2025 subobjective to a product, inventory, order, quality, asset, warehouse, mobile, transport, or planning object/state, configuration, evidence, failure, and recovery decision. Three integrated scenarios, eight independent labs, and 36 original checks cover product release/variants/dimensions/BOM/categories/attributes/cost/price; journals/orders/close/blocking/reports; quality; maintained assets; procurement, landed cost, sales/intercompany; warehouse layout/status/waves/work/directives/replenishment/counting/mobile/labels/containerization/cross-dock; transportation/routing/freight; and planning coverage/days/messages/fences/margins/firming. All 17 cited URLs are cataloged: 16 were reachable and the Udemy page was automation-blocked; none was missing or broken. The guide records 50 hours 7 minutes of selected official paths, the five-day course, MIT public labs, free Practice Assessment, and freshness boundaries for the year-old blueprint. Blueprint SHA-256: d2256ab65b1fb5846cf0bcd68e769a0ce0cf7e64ad9ccfc709d5f9ba7866427a.

MB-500 coverage record

The October 28 group-04 refresh maps 89 current detailed objectives. Current link evidence is 64 registered, 62 reachable, 2 automation-blocked and 0 missing/error. The current source gate passed; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 89 detailed objectives. Entire guide and 89 published January 30 objectives mapped; preserve older 22-row summary. Add six worked examples, ten labs, 48 answered checks, one executed SQLite model and 34 local assertions. Repair Batch OData/API and XDS/entity assumptions; update UDE/migration, CoC/transactions, retries/events, package reconciliation and performance semantics. Refresh six paths and bounded articles/catalogs. No tenant/X++/paid-content execution; independent human review pending. Current guide citations: 40 registered, 38 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Plan the architecture and solution design	Section 1, all scenarios, and Lab 1
Apply developer tools	Section 2, governed-extension scenario, and Lab 2
Design and develop AOT elements	Section 3, governed-extension scenario, and Labs 3–4
Develop and test code	Section 4, governed-extension scenario, and Labs 4–5
Implement reporting	Section 5, executive-reporting scenario, and Lab 6
Integrate and manage data solutions	Section 6, external-fulfillment scenario, and Lab 7
Implement security and optimize performance	Section 7, all scenarios, and Lab 8

The review maps every January 30, 2026 subobjective to an architecture/environment, metadata, code, data, report, integration, or security artifact, lifecycle gate, automated test, performance signal, evidence, failure, or recovery decision. Three integrated scenarios, eight independent labs, and 36 original checks cover cloud/on-prem/ecosystem, UDE/PPAC/LCS/Implementation portal ALM, Visual Studio/Azure DevOps/CI/CD, AOT UI/data/classes and upgrade-safe extensibility, X++/queries/frameworks/testing, five reporting surfaces, APIs/entities/jobs/events/Power Platform/Key Vault, roles/XDS and trace-driven tuning. All 16 cited URLs are cataloged: 14 were reachable and O'Reilly/Udemy were automation-blocked; none was missing or broken. The guide records 43 hours 2 minutes of timed official paths plus reporting, the five-day course, MIT labs, free Practice Assessment and older-resource gaps. Blueprint SHA-256: 78eafb1665f8e4fb52988e1542e3d9bad30b1148ca533c6178e051668602c4ee.

MB-800 coverage record

The October 28 group-04 refresh maps 123 current detailed objectives. Current link evidence is 56 registered, 54 reachable, 2 automation-blocked and 0 missing/error. The current source gate passed; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 123 detailed objectives. Entire guide and 123 June 30 objectives reviewed/mapped; prior 22-row summary preserved. Add seven worked examples, ten labs, 48 answered checks and 34 local calculation assertions. Clarify permissions, interim accounts, inventory/correction/reconciliation, GL-only dimensions and current agent controls; refresh bounded blogs and catalogs. No tenant or paid-content execution; independent human review pending. Current guide citations: 41 registered, 39 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Set up Business Central	Section 1, controlled-migration scenario, and Labs 1–3
Configure financials	Section 2, migration and procure-to-pay scenarios, and Labs 4–5 and 8
Configure sales and purchasing	Section 3, order-to-cash and procure-to-pay scenarios, and Lab 6
Perform Business Central operations	Section 4, all scenarios, and Labs 5 and 7–8

The review maps every June 30, 2026 subobjective to a company/setup/master record, permission/control, business document, state transition, posting matrix, ledger entry, correction, reconciliation or evidence decision. Three integrated scenarios, eight independent labs and 36 original checks cover company migration, profiles/permission sets/security groups/filters/audit, number series/layouts/job queues/Copilot/agents, dimensions and approvals, G/L/chart/posting groups/journals/currency, receivables/payables/assets, inventory/items/SKUs/costing, prices/discounts, purchase/sales/prepayment/correction lifecycles, journals/payments/bank, fixed assets and inventory operations. All 15 cited URLs are cataloged: 13 were reachable and O'Reilly/Udemy were automation-blocked; none was missing or broken. The guide records 43 hours 40 minutes of official paths, the five-day course, MIT labs, free Practice Assessment, current commercial supplements and June-change freshness boundaries. Blueprint SHA-256: 29f5557d525b445ac9b0c44e81dd0298fba788ae62e53fa44e4a50eaeb7c7fff.

MB-820 coverage record

The October 28 group-04 refresh maps 75 current detailed objectives. Current link evidence is 52 registered, 51 reachable, 1 automation-blocked and 0 missing/error. The current source gate passed; human and product validation remain pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 75 detailed objectives. Entire guide and 75 June 2025 objectives mapped; prior 17-row summary preserved. Six worked examples, ten labs, 48 answered checks, one executed local recipient model and 32 assertions. Clarify try/commit/API transactions, sandbox read-scale limits, upgrades/permissions, HTTP/deprecations and catalog/blog scope. No AL or tenant execution; independent human review pending. Current guide citations: 39 registered, 38 reachable, 1 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Describe Business Central	Section 1, compliance-extension scenario, and Lab 1
Install, develop, and deploy for Business Central	Section 2, compliance-extension scenario, and Lab 2
Develop by using AL objects	Section 3, all scenarios, and Labs 3–5
Develop by using AL	Section 4, compliance/document scenarios, and Labs 5–6
Work with development tools	Section 5, all scenarios, and Lab 7
Integrate Business Central with other applications	Section 6, fulfillment-integration scenario, and Lab 8

The review maps every June 10, 2025 subobjective to an architecture/app/lifecycle boundary, AL project/configuration, object, procedure, Business Central data pattern, permission, test, telemetry/performance signal or HTTP/API contract. Three integrated scenarios, eight independent labs and 36 original checks cover online/on-prem, System/Base/extensions/AppSource, environment/dependency/debug/package/install/upgrade/language, tables/pages/enums/reports/XMLports/codeunits/interfaces/permissions/queries, UI/onboarding, standard master/document/ledger patterns, safe AL data/file/error behavior, Test Toolkit/custom tests, telemetry and resilient REST/JSON/API/action/Read Scale-Out integration. All 18 cited URLs are cataloged: 17 were reachable and O'Reilly was automation-blocked; none was missing or broken. The guide records 50 hours 7 minutes of selected official paths, the five-day course, MIT labs, free Practice Assessment, vetted live/commercial options and explicit older-blueprint freshness boundaries. Blueprint SHA-256: dc84f7d5fecf0b048cb596c8401e0e8ce9f6a02ed481e05c1fda72938af76edf.

Databricks Machine Learning Professional coverage record

The September 28 deep review maps 47 detailed objectives. Mapped 47 detailed objectives; repair online-store and Optuna references, distinguish profiling/anomaly/API generations, add drift metrics and Ray support boundaries, and execute local PyFunc/nested-Optuna checks. Monitoring 30-day wording remains unresolved with October 5 follow-up. Current guide citations: 22 registered, 21 reachable, 1 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Model Development	Section 1, all integrated scenarios, and Labs 1–4
ML Ops	Section 2, drift-retraining scenario, and Labs 5–7
Model Deployment	Section 3, real-time/drift scenarios, and Lab 8

The review reconciles the detailed September 30, 2025 live-version PDF with the current three-domain page and uses current live delivery metadata where the PDF differs. Three scenarios, eight labs and 32 original checks cover Spark versus single-node; vertical/horizontal/model/data/trial/group parallelism; Ray and Optuna; nested MLflow and custom PyFunc; point-in-time, online and on-demand features; deploy-code lifecycle mapping; bundle environments; unit/integration gates; governed automated retraining; snapshot/time-series/inference monitoring; drift, slices, custom metrics, endpoint health and alerts; plus blue-green/canary/shadow rollout and custom-model REST/SDK serving. All 17 guide URLs are cataloged: 15 were reachable and the MLflow Optuna/O'Reilly pages were automation-blocked; none was missing or broken. DAB and Lakehouse Monitoring terminology is preserved as published and translated to current names; vendor sample questions are linked rather than reproduced. Blueprint SHA-256: 90c1a98f80cb5fb4bf172563055256b49ba45f967caa4bbe4a0d5a9b88d124f7.

Databricks Machine Learning Associate coverage record

The September 28 deep review maps 48 detailed objectives. Mapped 48 PDF objectives; explain AutoML 18.0+ packaging and Hyperopt post-16.4 limits while retaining exam scope, feature-time/uniqueness contracts, alias versus endpoint deployment, and leakage-safe local training. Added four worked decisions and ten answers. Current guide citations: 24 registered, 22 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Databricks Machine Learning	Section 1, all integrated scenarios, and Labs 3–4 and 6
ML Workflows	Section 2, churn-model scenario, and Labs 1–2
Model Development	Section 3, churn/fraud scenarios, and Labs 4–5
Model Deployment	Section 4, fraud/streaming scenarios, and Labs 7–8

The review reconciles the detailed March 1, 2025 live-version PDF with the current four-domain page. It explicitly maps the live ML Workflows label to the PDF's Data Processing objectives and uses current live delivery metadata where the older PDF differs. Three scenarios, eight labs and 32 original checks cover MLOps/runtime/AutoML; Unity Catalog feature tables and MLflow tracking/registry; profiling/outliers/imputation/encoding/log transforms; algorithm/pipeline/imbalance/tuning/CV/metrics/bias-variance; and batch/stream/real-time deployment with canary evidence. All 16 guide URLs are cataloged: 15 were reachable and Udemy search was automation-blocked; none was missing or broken. Aged Delta Live Tables, workspace registry, Hyperopt and serving terminology is preserved as published and translated through current documentation; original vendor sample questions are linked rather than reproduced. Blueprint SHA-256: 2b414caebf75aedc46dc20a956d95c12d8f8b46213655d78768a1a7da9d56346.

Databricks Data Engineer Professional coverage record

The September 28 deep review maps 45 detailed objectives. Mapped 45 detailed objectives; filled serverless retry-control gap, clarified CDC sequencing/backfill, two-sink recovery and physical purge, and repaired silent fact loss in the aggregate example. Added five original failure cases and ten answered checks. Current guide citations: 38 registered, 35 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Developing Code for Data Processing using Python and SQL	Section 1, all integrated scenarios, and Labs 1–3 and 8
Data Ingestion & Acquisition	Section 2, regulated-events scenario, and Lab 2
Data Transformation, Cleansing, and Quality	Section 3, regulated-events scenario, and Lab 3
Data Sharing and Federation	Section 4, shared-supply-data scenario, and Lab 4
Monitoring and Alerting	Section 5, failing-pipeline scenario, and Lab 5
Cost & Performance Optimisation	Section 6, failing-pipeline scenario, and Lab 6
Ensuring Data Security and Compliance	Section 7, regulated-events scenario, and Lab 7
Data Governance	Section 8, all integrated scenarios, and Lab 7
Debugging and Deploying	Section 9, failing-pipeline scenario, and Lab 8
Data Modelling	Section 10, regulated-events scenario, and Labs 3 and 6

The review reconciles the detailed official live-version PDF dated July 3, 2026 with the live ten-domain weighted page checked September 1. Every objective maps to production code/configuration, data/state, identity, quality, observability, cost/performance, privacy, deployment, failure and recovery evidence. Three scenarios, eight labs and 37 original checks cover modular Python/bundles/dependencies/UDFs/tests; batch/stream acquisition; Lakeflow/Structured Streaming/AUTO CDC/control flow; transformations/quarantine; D2D/open sharing and federation; system tables/profiles/Spark/event/API evidence and alerts; managed-table maintenance/deletion vectors/skipping/clustering/CDF; layered access/privacy/purge; metadata/inheritance; repair/CI/CD; and Delta/dimensional modeling. All 30 guide URLs are cataloged: 28 were reachable and the O'Reilly/Udemy searches were automation-blocked; none was missing or broken. Commercial entries are explicitly discovery routes rather than claimed complete current courses, and the official retired sample questions are linked rather than reproduced. Blueprint SHA-256: 5c0abb75889e84a3f4b06c9ccf1d0598cf18b5e5edfaaa10e0b41b198fdd8c08.

Databricks Data Analyst Associate coverage record

The September 28 deep review maps 39 detailed objectives. Review all 39 PDF objectives plus nine weighted domains; preserve exam wording while mapping Genie Agents, repair postal-code and SQL-null examples, specify sharing identities, add ten answers and four decisions, and verify 18 portable SQL assertions. Current guide citations: 34 registered, 33 reachable, 1 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Understanding of Databricks Data + AI Platform	Section 1, all integrated scenarios, and Lab 1
Managing Data	Section 2, executive-dashboard scenario, and Labs 1–2
Importing Data	Section 3, supplier-data scenario, and Lab 2
Executing queries using Databricks SQL and Databricks SQL Warehouses	Section 4, all integrated scenarios, and Labs 3–4
Analyzing Queries	Section 5, supplier-data scenario, and Lab 5
Creating Dashboards and Visualizations in Databricks	Section 6, executive-dashboard scenario, and Lab 6
Developing, Sharing, and Maintaining AI/BI Genie spaces	Section 7, trusted-sales-Genie scenario, and Lab 7
Data Modeling with Databricks SQL	Section 8, executive-dashboard and trusted-sales-Genie scenarios, and Labs 3 and 7
Securing Data	Section 9, all integrated scenarios, and Lab 8

The review reconciles the detailed official PDF current as of October 30, 2025 with the live nine-domain weighted certification page checked September 1, 2026. Every objective maps to a platform, data, SQL, model, compute, evidence, sharing, identity, failure or recovery decision. Three scenarios, eight labs and 36 original checks cover Catalog Explorer, certification/tags/lineage and Marketplace; governed cleanup and intake; ANSI SQL, warehouses, joins/sets/aggregates, managed/external tables, views, federation and history; Query Insights/profile/history, Photon, cache and clustering; AI/BI dashboards, parameters, sharing, embedding, refresh and alerts; grounded Genie spaces, Trusted Assets, benchmarks and feedback; star/snowflake/Data Vault; and layered Unity Catalog security. All 27 guide URLs are cataloged: 26 were reachable and the community forum was automation-blocked; none was missing or broken. The Academy course-replacement note is labeled as a learning-catalog transition rather than an exam announcement, commercial duration/freshness limitations are explicit, and vendor sample questions are linked rather than reproduced. Blueprint SHA-256: 84145c88ff4e5f780829aa1d29cf42da67b9a93e2be247338804daca37c7c6f4.

Databricks Data Engineer Associate coverage record

The September 28 deep review maps 33 detailed objectives. Map 33 PDF objectives; track DENY scope mismatch, teach schema restart and lifecycle conversion, repair deterministic batch survivorship and union semantics, explain excluded job branches, and add ten answers plus twelve bounded model assertions. Current guide citations: 37 registered, 34 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Databricks Intelligence Platform	Section 1, all integrated scenarios, and Lab 1
Data Ingestion and Loading	Section 2, governed-incremental-orders scenario, and Labs 2–3
Data Transformation and Modeling	Section 3, governed-incremental-orders and slow-consumer scenarios, and Labs 4 and 7
Working with Lakeflow Jobs	Section 4, governed-incremental-orders scenario, and Lab 5
Implementing CI/CD	Section 5, multi-environment-pipeline scenario, and Lab 6
Troubleshooting, Monitoring, and Optimization	Section 6, slow-and-unsafe-consumer scenario, and Lab 7
Governance and Security	Section 7, all integrated scenarios, and Lab 8

The review reconciles the detailed official PDF effective May 4, 2026 with the live seven-domain weighted certification page checked September 1. Every objective maps to mechanism, selection, state, identity, evidence, failure, and recovery decisions. Three scenarios, eight labs, and 36 original checks cover platform/compute; COPY INTO, Auto Loader, Lakeflow Connect and custom ingestion; schema/replay; PySpark/SQL transformation, joins, modeling, quality and tuning; Lakeflow Jobs; Git folders and Declarative Automation Bundles; run/Spark diagnosis; and Unity Catalog lifecycle, privileges and fine-grained controls. All 28 guide URLs are cataloged: 27 were reachable and the O'Reilly book was automation-blocked; none was missing or broken. Learning times and older-content gaps are explicit. The official sample questions are linked rather than reproduced. Blueprint SHA-256: b2dca1b253c3174ca4d8a4f5bdf9d7e16ef624a5f34f717476a12dd460853081.

Databricks Generative AI Engineer Associate coverage record

The September 28 deep review maps 56 detailed objectives. Mapped 56 March 18 PDF objectives; distinguish AI Search access from source policies and App service identity from user delegation, separate retrieval metrics, execute PyFunc and scorer-error checks, and qualify blocked paid-course metadata. Monitor differences are dash typography and a missing prior status snapshot; accepted snapshots remain unchanged. Current guide citations: 16 registered, 13 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Design Applications	Section 1, all integrated scenarios, and Labs 1 and 4
Data Preparation	Section 2, governed-policy scenario, and Labs 2–3
Application Development	Section 3, all integrated scenarios, and Labs 4–5
Assembling and Deploying Apps	Section 4, support-action and analytics-supervisor scenarios, and Labs 6–7
Governance	Section 5, all integrated scenarios, and Labs 2, 4 and 7
Evaluation and Monitoring	Section 6, all integrated scenarios, and Labs 5 and 8

The review reconciles the detailed March 18, 2026 live-version PDF with the current six-domain weighted page and uses live assessment metadata where the PDF differs. Three scenarios, eight labs and 37 original checks cover requirement/prompt/task/chain/tool and Agent Bricks choices; governed extraction, chunking, embeddings, AI Search/Vector Search, retrieval metrics and reranking; model/framework selection, layered guardrails, Agent Framework and Genie/multi-agent behavior; packaging/registration, Foundation Model/batch inference, persistent state, CI/CD, prompt lifecycle, MCP and secure Apps; Unity Catalog, masking, source licensing and deletion controls; and traced evaluation, judges/scorers, inference/usage/cost monitoring and calibrated SME feedback. All 12 guide URLs are cataloged: 9 were reachable and the two Udemy pages plus O'Reilly search were automation-blocked; none was missing or broken. Agent Bricks, MCP, Apps, AI Search, MLflow evaluation, AI Gateway and prompt-management names and release stages are explicitly volatile; vendor sample questions are linked rather than reproduced. Blueprint SHA-256: 27994e2dbc5874f47708356b3ff39a38a9e98d835e9ddcb6cc7d6c9f322fc2ca.

Databricks Associate Developer for Apache Spark coverage record

The September 28 deep review maps 32 detailed objectives. Mapped 32 October 30 PDF objectives; repair JDBC partition/filter and ANSI assumptions, distinguish watermark dedup keys and stateless streaming AQE, add original code and twelve answers. Ten SQLite reference assertions pass; actual Spark execution remains blocked by local WSL setup/startup failures. Current guide citations: 18 registered, 13 reachable, 5 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Apache Spark Architecture and Components	Section 1, all integrated scenarios, and Lab 1
Using Spark SQL	Section 2, daily-customer-file scenario, and Lab 2
Developing Apache Spark™ DataFrame/DataSet API Applications	Section 3, all integrated scenarios, and Labs 3–4
Troubleshooting and Tuning Apache Spark DataFrame API Applications	Section 4, skewed-clickstream scenario, and Lab 5
Structured Streaming	Section 5, skewed-clickstream scenario, and Lab 6
Using Spark Connect to deploy applications	Section 6, remote-application scenario, and Lab 7
Using Pandas API on Apache Spark	Section 7, all integrated scenarios, and Labs 4 and 8

The review reconciles the detailed October 30, 2025 live-version PDF with the current seven-domain weighted page. It explicitly distinguishes the active 45-question, 90-minute, Python-focused, no-test-aid exam from the retired Spark 3.0 Python/Scala credential and stale commercial format metadata. Three scenarios, eight labs and 39 original checks cover driver/executor/resources, session/structured APIs, application-job-stage-task execution, partitions/shuffles/cache/GC/fault tolerance; schema-aware file/JDBC SQL I/O, modes/tables/views; column/null/dedup/aggregate/date/join/union/I/O/UDF/shared-variable operations; repartition/coalesce/skew/AQE/UI/log diagnosis; streaming output/state/watermark/checkpoint/recovery; Connect versus deployment modes; and Pandas API/Pandas UDF boundaries. All 11 guide URLs are cataloged: 7 were reachable and Databricks Community, two O'Reilly books and Udemy were automation-blocked; none was missing or broken. The broken Spark 4.2 pandas path discovered during review was replaced with its current canonical route, and vendor sample questions are linked rather than reproduced. Blueprint SHA-256: b99b2c70f389d4626fa92d378fddd8caf10253dd24357b6bb5040e7f8a61430f.

AIF-C01 coverage record

The September 28 deep review maps 69 detailed objectives. Review 69 objectives; correct April 30 revision 1.1; add five worked examples, 35 answer explanations, tool-purpose and authorization comparisons, customization-data guidance and availability notices. Current guide citations: 34 registered, 32 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Fundamentals of AI and ML	Section 1, all integrated scenarios, and Labs 1–2
Fundamentals of GenAI	Section 2, all integrated scenarios, and Labs 3 and 7
Applications of Foundation Models	Section 3, all integrated scenarios, and Labs 3–5
Guidelines for Responsible AI	Section 4, all integrated scenarios, and Labs 5–6 and 8
Security, Compliance, and Governance for AI Solutions	Section 5, all integrated scenarios, and Labs 6–8

The review reconciles revision 1.0 dated March 26, 2026 with the live certification page, five detailed domain pages, and current in-scope list. It explicitly covers the added agentic AI, MCP, multi-agent communication, memory/tool/workflow, Amazon Quick, Kiro, Strands Agents, and Bedrock AgentCore scope and treats older courses as gap-fill resources. Three scenarios, eight safe labs and 35 original checks cover rules/traditional ML/FM/agent choices; problem/data/lifecycle/metric alignment; tokens, context and adaptation; RAG, prompting and evaluation; responsible-AI evidence; and identity, data, application, tool, monitoring and governance controls. All 25 guide URLs are cataloged: 23 were reachable and O'Reilly and Udemy were automation-blocked; none was missing or broken. Product names, release stages, regions, service behavior, price and learning metadata are labeled volatile. The guide links official/vendor practice but uses no recalled questions. Blueprint SHA-256: 7ff78e9b2aac28fcc1440e8465c85e881dca3010fdb837e51de552f6ae5118f6.

AIB-C01 coverage record

The September 28 deep review maps 58 detailed objectives. Review the entire guide and58 skills; add four worked business decisions,retain36 answers and add four checks. Qualify historical CAF-AI and beta duration,refresh resource evidence,and accept two bounded practitioner articles. Current guide citations: 21 registered, 18 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
AI Fundamentals and Literacy	Section 1, all integrated scenarios, and Labs 1 and 5
AI Strategy and Business Value Creation	Section 2, all integrated scenarios, and Labs 2–4 and 8
AI Governance and Responsible AI Leadership	Section 3, all integrated scenarios, and Labs 5–6 and 8
Business Readiness, Leadership, and AI Transformation	Section 4, all integrated scenarios, and Labs 7–8

The review captures the initial September 1, 2026 four-domain beta blueprint and launch materials before delivery begins September 29. It makes the 170-minute/85-question live beta contract distinct from the detailed guide's 130-minute standard-duration statement, and treats GA format, scoring, languages, dates and learning assets as pending. Three scenarios, eight document-based labs and 36 original checks cover solution-type and data decisions; use-case portfolios, build/buy/partner, baselines, TCO/ROI, metrics and durable advantage; principle tradeoffs, governance operating models, risk tiers and lifecycle evidence; plus capability maturity, change, workforce adoption and pilot-to-scale gates. All 16 guide URLs are cataloged: 13 were reachable and ISO, O'Reilly and Udemy were automation-blocked; none was missing or broken. The exact AWS 13-module and exam-prep routes are separated from adjacent learning, and the absence of a beta official practice exam and mature third-party AIB-C01 catalog is explicit. Blueprint SHA-256: 84365cfe2180906cec213c48075b2823a10204c07eb9b01f983fb0817a58255d.

CLF-C02 coverage record

The September 28 deep review maps 135 detailed objectives. Review 135 knowledge/skill bullets, add 30 answer explanations and four worked foundational decisions, fill task 3.8 categories, update current/retiring support plans, and distinguish new project spend limits from AWS Budgets alerts. Current guide citations: 37 registered, 33 reachable, 4 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Cloud Concepts	Section 1, all integrated scenarios, and Labs 2–3 and 7
Security and Compliance	Section 2, regulated-analytics scenario, and Labs 1, 4–5 and 8
Cloud Technology and Services	Section 3, all integrated scenarios, and Labs 2–6
Billing, Pricing, and Support	Section 4, all integrated scenarios, and Labs 1, 7–8

The review reconciles the current four-domain CLF-C02 guide with its detailed domain pages, in-scope service list and live certification page. It preserves the official 24/30/34/12 percent weighting, the 50-scored-plus-15-unscored contract and the foundational out-of-scope boundary while adding decision depth rather than implementation trivia. Three scenarios, eight safe labs and 30 original checks cover cloud value and economics; Well-Architected and adoption context; shared responsibility, IAM, governance, monitoring and protection; global infrastructure and compute/storage/database/network/service-category selection; and pricing, allocation, budgets, optimization and support. All 29 guide URLs are cataloged: 25 were reachable and two AWS decision-guide routes, O'Reilly and Udemy were automation-blocked; none was missing or broken. Service behavior, prices, support entitlements, console interfaces and commercial metadata are labeled as volatile, and the guide uses no recalled exam questions. Blueprint SHA-256: f7672b5ced01847d85eb6909ef171881785be1263868286068422231d7b7a5da.

SOA-C03 coverage record

The September 28 deep review maps 53 detailed objectives. Map 53 skills to the complete guide; add AI workload monitoring, composite-alarm limits, S3 Files synchronization, tool-purpose updates, four worked checks and five additional answers. Current guide citations: 38 registered, 36 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Monitoring, Logging, Analysis, Remediation, and Performance Optimization	Section 1, all integrated scenarios, and Labs 1–3 and 8
Reliability and Business Continuity	Section 2, integrated scenarios 1–2, and Labs 3–4 and 8
Deployment, Provisioning, and Automation	Section 3, integrated scenarios 1–2, and Labs 2, 5, and 8
Security and Compliance	Section 4, integrated scenarios 2–3, and Labs 6 and 8
Networking and Content Delivery	Section 5, integrated scenarios 2–3, and Labs 7–8

The review reconciles the current five-domain SOA-C03 blueprint, detailed domain pages, in-scope service list, comparison appendix, and live certification page. It explicitly separates SOA-C03 from the retired six-domain SOA-C02 blueprint and covers the newer CloudOps name plus containers, multi-account and multi-Region operations, CDK, Terraform and Git, Kiro, AWS DevOps Agent, AWS Security Agent, and Amazon S3 Files scope. Three integrated scenarios, eight safe labs, and 40 original checks cover evidence-chain troubleshooting; metrics, logs, traces, alarms, remediation, and performance; scaling, availability, backup, RTO/RPO, and disaster recovery; images, IaC, deployments, and automation; identity, SCPs, encryption, findings, and compliance evidence; and VPC, DNS, edge, and network diagnosis. All 26 guide URLs are cataloged: 24 were reachable and O'Reilly and Udemy were automation-blocked; none was missing or broken. Service behavior, release stages, regions, pricing, exam metadata, and commercial learning metadata are labeled volatile, and the guide uses no recalled exam questions. Blueprint SHA-256: 0ad821a84709cd5d39eb724aa1b3c040d14f67e4e705ac3fdc7f129021cec466.

DEA-C01 coverage record

The September 28 deep review maps 120 detailed objectives. Review 120 skills; add 40 answer explanations and five worked cases, fill programming/connection/locking gaps, explain managed tables and bookmark replay, and record Redshift and CloudTrail Lake lifecycle changes. Current guide citations: 38 registered, 35 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Data Ingestion and Transformation	Section 1, all integrated scenarios, and Labs 1–4 and 8
Data Store Management	Section 2, integrated scenarios 1–2, and Labs 1, 3, and 5
Data Operations and Support	Section 3, all integrated scenarios, and Labs 3–6 and 8
Data Security and Governance	Section 4, all integrated scenarios, and Labs 7–8

The review reconciles the December 12, 2025 version 1.1 DEA-C01 guide with its four detailed domain pages, current in-scope list, revision record, and live certification page. It explicitly closes the additions for LLM processing, Iceberg/open-table formats, HNSW/IVF vector indexes, vectorization and Bedrock knowledge bases, SageMaker Catalog/Unified Studio governance, and service-scope changes while labeling older version 1.0 training as incomplete. Three integrated scenarios, eight safe labs, and 40 original checks cover batch, stream, CDC and API contracts; partitioning, checkpointing, idempotency and replay; Glue/Spark and orchestration; store, model, format, catalog, lineage, lifecycle and schema decisions; SQL, monitoring, troubleshooting and data quality; plus IAM, Lake Formation, KMS, masking, audit, privacy, sharing and sovereignty. All 28 guide URLs are cataloged: 25 were reachable and two O'Reilly books plus Udemy were automation-blocked; none was missing or broken. Product names, features, limits, price, delivery and commercial-learning metadata are labeled volatile, and the guide uses no recalled exam questions. Blueprint SHA-256: 5a5952f0c845f8757499fade268fd25b2689663589c2734d82379d2a49c0196f.

DVA-C02 coverage record

The September 28 deep review maps 101 detailed objectives. Review all 101 skills, repair the order-event dual-write gap, distinguish SQS/FIFO/Kinesis retry behavior, add 40 answer explanations and four worked decisions, and document X-Ray SDK maintenance. Final C02 delivery dates still conflict. Current guide citations: 35 registered, 31 reachable, 4 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Development with AWS Services	Section 1, all integrated scenarios, and Labs 1–3 and 8
Security	Section 2, integrated scenarios 1–2, and Labs 4–5 and 8
Deployment	Section 3, integrated scenario 2, and Labs 6–7
Troubleshooting and Optimization	Section 4, integrated scenario 3, and Labs 3, 7, and 8

The review reconciles the current version 2.1 DVA-C02 guide with its four weighted domain pages, technologies/concepts page, service scope, revision record, and live certification page. It explicitly maps the added EventBridge, third-party resilience, near-real-time Lambda, specialized-store, fine-grained/cross-service authorization, masking/multi-tenancy, AppConfig, event-test, health/readiness, caching, Q Developer, and performance skills and notes removed service scope. It also keeps AWS's AI-assisted development, AI security, testing, CI/CD, error-analysis and optimization list separate as possible unscored pretest material rather than scored objectives. Three scenarios, eight safe labs and 40 original checks cover SDK/API resilience; serverless events, messages, streams and data; authentication, tenant authorization, KMS, secrets and masking; artifacts, SAM/IaC, tests, configuration, deployment and rollback; plus telemetry, incident evidence, concurrency, caching and measured optimization. All 25 guide URLs are cataloged: 21 were reachable and two O'Reilly plus two Udemy pages were automation-blocked; none was missing or broken. Volatile product, exam and learning metadata is labeled, and the guide uses no recalled exam questions. Blueprint SHA-256: 8fbdbecdbab1931b6307b0afcf33b5bf3cc81937d40563ea4209c4eb18db8b0c.

MLA-C01 coverage record

The September 28 deep review maps 70 detailed objectives. Review the complete guide against 70 skills in the available version1.0 PDF, with current HTML access blocked. Add four worked decisions, 40 answer explanations, available lab alternatives and a bounded practitioner article; reconcile transition-date uncertainty. Current guide citations: 19 registered, 16 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Data Preparation for Machine Learning	Section 1, all integrated scenarios, and Labs 1–3 and 8
ML Model Development	Section 2, all integrated scenarios, and Labs 4 and 6–7
Deployment and Orchestration of ML Workflows	Section 3, all integrated scenarios, and Labs 5–7
ML Solution Monitoring, Maintenance, and Security	Section 4, all integrated scenarios, and Labs 7–8

The review reconciles the complete retiring MLA-C01 blueprint with all four detailed domain pages, current service scope, the live credential transition notice, and the public MLA-C02 replacement guide. It prominently records the September 28, 2026 English cutoff, continued Korean/Japanese/Simplified Chinese C01 delivery until C02 general availability, and ME1-C02 English beta delivery code; it also makes C02's explicit foundation-model, generative-AI, Amazon Bedrock, and agentic-workflow expansion a study boundary rather than implying that a C01 course is enough. Three scenarios, eight safe labs and 40 original checks cover data contracts, formats, batch/stream behavior, quality, leakage, features, bias and protection; approach/algorithm selection, reproducible training, tuning, metrics and approval; inference modes, containers, IaC, autoscaling, pipelines, tests, canaries and retraining; plus drift, telemetry, cost, quotas, IAM, KMS, private networking and artifact security. All 17 external guide URLs are cataloged: 14 were reachable and O'Reilly plus two Udemy pages were automation-blocked; none was missing or broken. The replacement is a local link to the separately validated C02 page. Volatile exam, service, price and provider metadata is labeled, and the guide uses no recalled exam questions. Blueprint SHA-256: 91c5a0ed3fae7d2606bfed410b968599e65b38d058eb0047ef72d7b03e0ab4b7.

MLA-C02 coverage record

The September 28 deep review maps 107 detailed objectives. Review the complete guide and all107 C02 skills; add five worked decisions and42 answer explanations. Refresh API-key,CodeCommit,service availability and provider guidance; add two bounded practitioner articles. Keep GA-date conflict visible. Current guide citations: 25 registered, 24 reachable, 1 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Data Preparation for ML and AI	Section 1, all integrated scenarios, and Labs 1–3 and 8
ML Model and Foundation Model Development	Section 2, all integrated scenarios, and Labs 4–5 and 7
Deployment and Orchestration of ML and AI Workflows	Section 3, all integrated scenarios, and Labs 6–8
Operating, Monitoring, and Securing ML and AI Solutions	Section 4, all integrated scenarios, and Labs 5–8

The review captures the complete initial September 1, 2026 MLA-C02 beta blueprint, all four detailed domain pages, exact C01 comparison, live credential page and launch announcement. It preserves traditional ML/MLOps while mapping every added vector-database, multimodal-data, embedding, RAG preparation/monitoring, FM selection/customization/deployment, Bedrock evaluation/prompt, human/LLM judge, knowledge/index, agent/tool/protocol/state/version, GPU/AI scaling, generative/agent observability, token/vector/agent cost, vulnerability, credential and Guardrails skill. Three scenarios, eight safe labs and 42 original checks cover data/features/chunks/embeddings/vectors; traditional and FM selection/customization; retrieval/generation/human/judge evaluation; model/knowledge/prompt/agent/tool/state delivery; and layered monitoring, unit economics and security. The ME1-C02 beta appointment code, September 29 delivery, 170-minute/85-question/USD-75/English-only contract, typical result timing and early-2027 standard plan are explicit and volatile. All 16 guide URLs are cataloged: 15 were reachable and the O'Reilly C01 foundation book was automation-blocked; none was missing or broken. The launch-day absence of mature exact commercial paths and the C01 internals still visible on a newly C02-labeled practice page are stated rather than hidden. No recalled questions are used. Blueprint SHA-256: 81bd9db7252f56b633e9666c692b98ad8806a21b3602497b82600522070299d7.

SAA-C03 coverage record

The September 28 deep review maps 189 detailed objectives. Review 189 detailed bullets; add Italian retirement notice, global-table consistency/region choices, storage/NAT boundaries, reliable order publication, five worked cases and missing architecture comparisons. Current guide citations: 34 registered, 32 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Design Secure Architectures	Section 1, all integrated scenarios, and Labs 2–3, 6, and 8
Design Resilient Architectures	Section 2, all integrated scenarios, and Labs 4 and 6–8
Design High-Performing Architectures	Section 3, all integrated scenarios, and Labs 3, 5, and 7–8
Design Cost-Optimized Architectures	Section 4, all integrated scenarios, and Labs 1, 5, and 7–8

The review reconciles the current four-domain SAA-C03 blueprint with all detailed domain pages, the live certification page and the non-exhaustive official service list. It organizes the large service surface around requirement-driven decisions, trust/failure boundaries, end-to-end paths, measurable failure testing, total cost and operational ownership rather than treating the exam as a catalog-memory exercise. Three integrated scenarios, eight safe labs and 42 original checks cover federation, multi-account access, IAM evaluation, request-path defense and data protection; queues/events/streams, idempotency, scaling, caching, Multi-AZ design and measurable disaster recovery; compute, storage, database, hybrid network, load-balancing and ingestion choices; plus commitments, right-sizing, lifecycle, data-transfer and total-system cost. All 20 external URLs are cataloged: 18 were reachable and O'Reilly plus Udemy were automation-blocked; none was missing or broken. Service behavior, regions, quotas, price, free-tier, interface and learning metadata are labeled volatile. No recalled exam questions are used. Blueprint SHA-256: 1bc3fe0024229545cd208ae873b0d02844ef3553bbc94eb99fea07be60b717ce.

DOP-C02 coverage record

The September 28 deep review maps 140 detailed objectives. Review 140 detailed bullets; update ECS deployments and lifecycle boundaries, metric streams, queue scaling, and five original operating decisions. Current guide citations: 33 registered, 32 reachable, 1 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
SDLC Automation	Section 1, Integrated scenarios 1 and 3, and Labs 1–2
Configuration Management and IaC	Section 2, Integrated scenarios 1–2, and Labs 3–4
Resilient Cloud Solutions	Section 3, all integrated scenarios, and Labs 2 and 6–7
Monitoring and Logging	Section 4, all integrated scenarios, and Labs 2 and 5–7
Incident and Event Response	Section 5, Integrated scenarios 2–3, and Labs 5–7
Security and Compliance	Section 6, Integrated scenarios 1–2, and Labs 1, 4, and 8

The review reconciles the current six-domain DOP-C02 blueprint with every detailed domain page, the live certification page and the non-exhaustive official service list. It treats DevOps as a complete evidence loop rather than a list of Code services. Three integrated scenarios, eight safe labs and 42 original checks cover build-once provenance and immutable promotion; testing, secrets, artifacts and deployment/database compatibility; reusable CloudFormation/CDK/SAM/Terraform components, desired-state drift and multi-account onboarding; measured scaling, bounded self-healing, backup and regional recovery; centralized SLO/metric/log/trace/deployment/audit/security telemetry; evidence-preserving diagnosis, runbooks and game days; plus pipeline identities, supply-chain controls, findings, data protection and auditable continuous compliance. All 18 external URLs are cataloged: 17 were reachable and Udemy was automation-blocked; none was missing or broken. Changing service, integration, region, quota, price and learning details are labeled volatile. No recalled exam questions are used. Blueprint SHA-256: b9484c48770968d736ef141383ef32e85b8f372496e29adeedb9d2d7b4a9f1d9.

AIP-C01 coverage record

The September 28 deep review maps 98 detailed objectives. Review 98 skills; add concrete AgentCore boundaries, RAG sync, BDA, cross-Region/caching, five worked decisions and bounded CI evaluation reading. Current guide citations: 33 registered, 31 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Foundation Model Integration, Data Management, and Compliance	Section 1, all integrated scenarios, and Labs 1–3, 7–8
Implementation and Integration	Section 2, all integrated scenarios, and Labs 3–6, 8
AI Safety, Security, and Governance	Section 3, all integrated scenarios, and Labs 1–2, 5, 7–8
Operational Efficiency and Optimization for GenAI Applications	Section 4, all integrated scenarios, and Labs 3, 6, and 8
Testing, Validation, and Troubleshooting	Section 5, all integrated scenarios, and Labs 3–8

The review reconciles the current standard five-domain AIP-C01 blueprint with every detailed domain page, the live certification page, the non-exhaustive official service list and AWS's March 2026 post-beta scope refresh. It treats production GenAI as an evidence-bearing system rather than model trivia. Three integrated scenarios, eight safe labs and 42 original checks cover use-case/evaluation contracts, multimodal data rights and lineage, chunks/embeddings/hybrid retrieval/reranking, prompt lifecycles, bounded tool-using agents and human approval, streaming/asynchronous integration, layered safety/privacy/identity/network controls, token/latency/cost optimization, observability, multi-perspective evaluation and troubleshooting. All 17 unique external URLs are cataloged: 15 were reachable and two Udemy routes were automation-blocked; none was missing or broken. Model/service/region/API/quota/price and training metadata are labeled volatile. The guide explicitly separates the current AgentCore-era standard exam from early beta outlines and unofficial codes. No recalled exam questions are used. Blueprint SHA-256: b5654086954cdac1322092486e79c2b90267a3848117954fd153f40b490597cf.

SAP-C02 coverage record

The September 28 deep review maps 187 detailed objectives. Review all 187 knowledge/skill bullets and preserve 42 answered checks. Add four worked architecture decisions, qualify five services closed to new customers and assess two recovery articles. Exam delivery and App Runner historical-date conflicts remain. Current guide citations: 26 registered, 22 reachable, 4 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Design Solutions for Organizational Complexity	Section 1, all integrated scenarios, and Labs 1–3, 6, and 8
Design for New Solutions	Section 2, Integrated scenarios 1–2, and Labs 2–6 and 8
Continuous Improvement for Existing Solutions	Section 3, all integrated scenarios, and Labs 3–6 and 8
Accelerate Workload Migration and Modernization	Section 4, Integrated scenario 3, and Labs 2 and 7–8
Emerging topics (unscored pretest)	Dedicated emerging-topic section and Checks 39–41; explicitly excluded from scored weights

The review reconciles the current four-domain SAP-C02 blueprint with every detailed domain page, the live certification page, the non-exhaustive service list, and the separately labeled unscored emerging-topic section. It treats professional architecture as traceable enterprise decision-making rather than a larger service list. Three scenarios, eight safe labs and 42 original checks cover hybrid/global routing and DNS, multi-account identity/governance, layered security, organization-scale cost visibility, distributed reliability and recovery, immutable delivery/data compatibility, evidence-led improvement, portfolio/7R/wave decisions, transfer/database/application migration, modernization and decommissioning. All 18 external URLs are cataloged: 14 were reachable and three O'Reilly routes plus Udemy were automation-blocked; none was missing or broken. Changing service, integration, Region, quota, SLA, price, purchase, migration-tool and training details are labeled volatile. Responsible/agentic-AI controls remain explicitly separated as possible unscored pretest content. No recalled exam questions are used. Blueprint SHA-256: a26c57062d9b296a68c6977a3eccb000e1dd64d57c67ffff43a4776da813588d.

ANS-C01 coverage record

The September 28 deep review maps 177 detailed objectives. Review 177 detailed knowledge/skill bullets, correct the passing score to 750, add multicast/controller coverage, qualify policy routing and Regional NAT, flag imminent App Mesh support end, and add four worked decisions while preserving 42 answers. Current guide citations: 26 registered, 23 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

Official objective group	Guide coverage
Network Design	Section 1, all integrated scenarios, and Labs 1–7
Network Implementation	Section 2, all integrated scenarios, and Labs 2–5 and 8
Network Management and Operation	Section 3, all integrated scenarios, and Labs 1–3 and 5–8
Network Security, Compliance, and Governance	Section 4, all integrated scenarios, and Labs 1–2 and 5–8

The review reconciles the current four-domain ANS-C01 blueprint with every detailed domain page, the non-exhaustive service list, and the live English certification page. It separately records the December 31, 2026 retirement, the superseded August 25 date still visible on some localized pages, and the absence of a named replacement. Three scenarios, eight safe labs and 42 original checks cover edge/global ingress, authoritative/private/hybrid DNS, ALB/NLB/GWLB, BGP and Direct Connect/VPN/TGW Connect, multi-account/Region/VPC topology, IaC and semantic reachability tests, layered packet troubleshooting, ENI/ENA/EFA/MTU, cost/reliability, SG/NACL/WAF/firewall/GWLB controls, multi-source audit and TLS/IPsec/MACsec/DNSSEC/PKI boundaries. All 16 external URLs are cataloged: 11 were reachable and three O'Reilly plus two Udemy routes were automation-blocked; none was missing or broken. Changing lifecycle, service, route-preference, Region, quota, bandwidth, MTU, encryption, price and training details are labeled volatile. No recalled exam questions are used. Blueprint SHA-256: 6e641ee1f39d66f182de5da5a84b2664cae1c119bc4377faa184f6de05d64e01.

SCS-C03 coverage record

The September 28 deep review maps 70 detailed objectives. Review 70 skills; record three-language retirement, repair service-list link, refine IAM/KMS/detection/containment, add 42 answers and five worked decisions. Current guide citations: 33 registered, 31 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 1, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: six current domains—Detection (16%), Incident Response (14%), Infrastructure Security (18%), Identity and Access Management (20%), Data Protection (18%), and Security Foundations and Governance (14%)
• Coverage evidence: guide sections 1–6, three integrated scenarios, eight hands-on labs, 42 original checks, and an explicit C02-to-C03 transition checklist
• Link evidence: 18 unique external URLs; 16 reachable, two automation-blocked, zero missing/broken in the dated source-health run
• Volatile boundaries: exam delivery, revisions, in-scope services, product features and names, Organizations/IAM/KMS behavior, Regions, quotas, price, course revision, duration, and access

The review reconciles the root SCS-C03 guide with every detailed domain page, the live certification page, non-exhaustive service list, and AWS's official C02-to-C03 comparison. It records both official candidate-experience descriptions rather than flattening them, and gives old C02 learning material a concrete gap checklist covering the six-domain split, finding validation, OCSF, third-party WAF rules, GenAI protections, inter-resource encryption, imported key material, masking, and multi-Region keys/certificates. Three scenarios, eight safe labs and 42 original checks cover protected telemetry, evidence-preserving response, edge/compute/GenAI/network controls, authentication and layered authorization, KMS/secret/certificate/backup controls, account guardrails, IaC and audit evidence. All 18 URLs are cataloged: 16 were reachable and two Udemy routes were automation-blocked; none was missing or broken. Changing delivery, service and training details are labeled volatile. No recalled exam questions are used. Blueprint SHA-256: aa33d827db1d7b239d34aca34ad3c1a6be21faf2d0d6b34d03d329f4d46d177f.

EX200 coverage record

The September 28 deep review maps 62 detailed objectives. Mapped all 62 unchanged RHEL 10 objectives; clarify course-or-experience prerequisites, add a Bash input/redirection exercise, concrete timer/storage/firewall/SELinux/chrony evidence, and answers to all 40 knowledge checks. Twenty-one local checks pass; RHEL system/reboot labs remain proposed. Current guide citations: 19 registered, 17 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 1, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: ten unweighted RHEL 10 performance groups covering tools, software, scripts, running systems, storage, filesystems, deployment/maintenance, networking, users/groups, and security
• Coverage evidence: guide sections 1–10, three integrated scenarios, eight performance labs, 40 original checks, and a RHEL 9-to-10 gap checklist
• Link evidence: 12 unique external URLs; 10 reachable, two automation-blocked, zero missing/broken in the dated source-health run
• Volatile boundaries: exam delivery, RHEL 10 minor version, objective text, product behavior, course version, runtime, schedule, price, and access

The review reconciles every public EX200 task with RHEL 10 documentation and current official RH124/RH134/RH199 preparation routes. It treats the exam as observable system administration, not command trivia: every lab follows inspect → minimal change → runtime/policy validation → persistence → reboot → revalidation → recovery. Three scenarios, eight safe labs and 40 original checks cover shell/local documentation, RPM and Flatpak, defensive Bash, boot/process/systemd/logging, GPT/LVM/filesystems/NFS/autofs, schedulers/time/bootloader, IPv4/IPv6/NetworkManager/firewalld, users/sudo/aging, SSH and SELinux. All 12 URLs are cataloged: 10 were reachable and two O'Reilly routes were automation-blocked; none was missing or broken. RHEL 9 resources have an explicit RHEL 10 gap boundary and no recalled exam tasks are used. Blueprint SHA-256: 69fa2bc5a08fc6c1cf183b89d6123a1564edab0d8e0e3ca12f80bc70b45916d4.

EX294 coverage record

The September 28 deep review maps 56 detailed objectives. Mapped 56 unchanged tasks in eleven official groups and compared the EX294V26K PDF; update the AU294 baseline to RHEL 10/core 2.16/AAP 2.6, add all 40 answers, typed-input/template validation, explicit failure/handler boundaries and 41 local Jinja/Python/expression checks. No Ansible or RHEL platform lab executed. Current guide citations: 18 registered, 15 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 1, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: eight unweighted current task groups covering RHCSA foundations, Ansible components, control/managed-node configuration, navigator and development workflows, resilient playbooks, roles/collections, automated RHEL administration, templates, and Vault
• Coverage evidence: guide sections 1–8, three integrated scenarios, eight performance labs, 40 original checks, and an explicit old-course/current-page gap checklist
• Link evidence: eight unique external URLs; five reachable, three automation-blocked, zero missing/broken in the dated source-health run
• Volatile boundaries: purchasable exam version, RHEL/AAP/Ansible versions, objectives, product behavior, course revision, duration, schedule, price, and access

The review reconciles every public EX294 task with the current AU294 baseline of RHEL 10, Ansible Core 2.16, and development tools aligned with Ansible Automation Platform 2.5/2.6. It preserves Red Hat's warning that multiple exam versions may be purchasable and explains the current Advanced System Administrator in Ansible credential name versus older RHCE course labels. Three scenarios, eight safe labs and 40 original checks cover inventories, controller/managed-node configuration, execution environments and collections, navigator, Git and VS Code development containers, modules, conditions and error handling, roles, RHEL administration, templates, Vault, idempotence, second-run evidence, and replay against fresh hosts. All eight URLs are cataloged: five were reachable and O'Reilly plus two Udemy routes were automation-blocked; none was missing or broken. Older material has an explicit gap checklist and no recalled exam tasks are used. Blueprint SHA-256: e95d8682f731a4bd566b4bac9f0695ee8c46977a595f1eb99402a041cafd0376.

EX280 coverage record

The September 28 deep review maps 55 detailed objectives. Mapped 55 public EX280 tasks and independently compared the EX280V422 PDF list; retain the 4.22/4.18 delivery mismatch, correct unsupported scheduled-change metadata, add 40 answers and executable local Kustomize/selector exercises, and clarify SCC grants, ConfigMap updates, route TLS and OLM v1. All 24 local checks pass; no cluster labs executed. Current guide citations: 21 registered, 19 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 1, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: nine unweighted task groups covering platform management, declarative resources, application deployment, authentication/authorization, network security, non-HTTP/SNI exposure, developer self-service, Operators, and application security
• Coverage evidence: guide sections 1–9, three integrated scenarios, eight performance labs, 40 original checks, and an explicit 4.18/4.22 assigned-version checklist
• Link evidence: 12 unique external URLs; ten reachable, two automation-blocked, zero missing/broken in the dated source-health run
• Volatile boundaries: assigned exam version, objectives, APIs, console/CLI behavior, networking, Operators, SCCs, course version, environment limits, delivery, price, duration, schedule, and access

The review reconciles every public EX280 task with the live page and official 4.18 and 4.22 documentation. It preserves the page's internal 4.22 headline/4.18 delivery conflict and its explicit instruction that the LMS-assigned version is binding. Three scenarios, eight safe labs and 40 original checks cover console/CLI evidence, images and layered troubleshooting, clean manifests and Kustomize, Deployments/templates/Helm/configuration, HTPasswd and least-privilege RBAC, packet paths/routes/TLS/NetworkPolicy/L4 exposure, quotas/limits/project templates, Operator lifecycle, service accounts/SCCs/secrets/Jobs/CronJobs, and declarative replay. All 12 URLs are cataloged: ten were reachable and O'Reilly plus Udemy were automation-blocked; none was missing or broken. Older content has an explicit assigned-version gap checklist and no recalled exam tasks are used. Blueprint SHA-256: 7f06f83b3e8c273d4c24065c54ad45411416e25aa528a8651e7e74016c724040.

EX378 coverage record

The September 28 deep review maps 64 detailed objectives. Mapped all 64 public tasks and compared EX378V38K; repaired the monitor's premature @Readiness cutoff and explicitly accepted the complete baseline. Added 40 answers, runnable pinned Java/Panache examples, configuration and failure-boundary teaching, and 18 passing local Quarkus tests. Full integrated service/restart labs remain proposed. Current guide citations: 24 registered, 22 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 1, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: 11 unweighted Red Hat Build of Quarkus 3.8 coding groups covering configuration, fault tolerance, health, metrics, MP-JWT, REST, Panache, reactive messaging, OpenAPI, REST clients, and OpenTelemetry
• Coverage evidence: guide sections 1–11, three integrated microservice scenarios, eight coding labs, 40 original checks, and an explicit newer/older-course-to-3.8 gap checklist
• Link evidence: nine unique external URLs; seven reachable, two automation-blocked, zero missing/broken in the dated source-health run
• Volatile boundaries: objectives, Red Hat BOM/extension support, documentation, APIs, Java/runtime requirements, course versions/runtimes/access, delivery, price, and schedule

The review reconciles all 11 EX378 task groups with Red Hat Build of Quarkus 3.8 documentation and the archived upstream 3.8 guide set. The guide evolves one persistent service so configuration, resilience, health, metrics, MP-JWT, RESTEasy Reactive/Jakarta REST, Panache/JPA, Reactive Messaging, OpenAPI, REST Client Reactive and OpenTelemetry are exercised together. Three scenarios, eight safe labs and 40 original checks cover positive and negative paths, database/transaction state, acknowledgment/redelivery, blocking boundaries, telemetry correlation and package-mode restart. All nine URLs are cataloged: seven were reachable and O'Reilly plus Udemy were automation-blocked; none was missing or broken. Newer resources have an explicit 3.8 API/name gap checklist and no recalled exam tasks are used. Blueprint SHA-256: 68272e22e491f3168f3e9c1eaf2520a0be7b132212234e221135205fc9e9ec1a.

EX267 coverage record

The September 28 deep review maps 43 detailed objectives. Mapped all 43 main-page tasks; the version PDF agrees on 41 but omits the two resource-placement tasks. Preserve those tasks and unresolved Standard/Advanced serving terminology. Added an original typed-artifact KFP pipeline, 39 actual local component/compiler checks, 3.3 support/API/cache/evaluation boundaries, and strengthened the existing 40 answers. No cluster or model-inference lab executed. Current guide citations: 25 registered, 23 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 1, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: 12 unweighted OpenShift AI 3.3 task groups on OpenShift 4.20, including a final deploy/store refinement of the earlier model-serving group
• Coverage evidence: guide sections 1–10, three lifecycle scenarios, eight performance labs, 40 original checks, and an explicit older/newer-to-3.3/4.20 gap checklist
• Link evidence: ten unique external URLs; eight reachable, two automation-blocked, zero missing/broken in the dated source-health run
• Volatile boundaries: objective text, OpenShift AI/OpenShift versions, dashboard/API/CRD behavior, serving modes/runtimes, model catalog/licenses, hardware, course revision, access, price, delivery, and duration

The review reconciles all public EX267 tasks with the Red Hat OpenShift AI 3.3 and OpenShift Container Platform 4.20 baselines. It treats the repeated deploy/store group as an explicit refinement rather than an invented weighted domain. Three scenarios, eight safe labs and 40 original checks follow governed predictive, LLM, and RAG/agentic lifecycles through projects, permissions, workbenches, custom images, connections, placement, Git/training, pipelines/experiments, OCI/registry lineage, KServe with OpenVINO/vLLM/custom runtimes, TrustyAI/hardware monitoring, compression/LMEval, streaming, retrieval, tools, guardrails, persistence, and rollback. All ten URLs are cataloged: eight reachable and O'Reilly plus Udemy automation-blocked; none missing or broken. Older 2.x and rolling content has an explicit 3.3/4.20 gap checklist, and no gated course labs or recalled exam tasks are used. Blueprint SHA-256: b741b76b2ba6259872d38449c397048d494185090c80d53064aa5d9ab32208fe.

FC0-U71 coverage record

The September 28 deep review maps 31 detailed objectives. Mapped all 31 numbered objectives in the officially linked version 4.0 PDF against the 29 main-page summary rows. Added internet-service and wireless-configuration depth, three original Python/SQLite examples with 30 actual local checks, 42 answers and current password/browser/unit distinctions. All eight full device/platform labs remain proposed; no new exam transition identified. Current guide citations: 20 registered, 18 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 1, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: six weighted V6 domains—Tech concepts and terminology (13%), Infrastructure (24%), Applications and software (18%), Software development concepts (13%), Data and database fundamentals (13%), and Security (19%)
• Coverage evidence: guide sections 1–6, three cross-domain scenarios, eight safe labs, 40 original checks, and explicit FC0-U71/FC0-U71-CE lifecycle wording
• Link evidence: ten unique external URLs; eight reachable, two automation-blocked, zero missing/broken in the dated source-health run
• Volatile boundaries: objectives, delivery, credential-series validity, languages, passing score, hardware/network/software/AI behavior, and provider revision, duration, bundle, price, and access

The review maps every public V6 domain and listed subtopic to a connected beginner mental model rather than professional-level trivia. Three scenarios, eight labs and 40 original checks cover the computing cycle, notation and units, controlled troubleshooting, devices/components/storage/interfaces, peripherals, virtualization/cloud responsibility, basic networks/Wi-Fi, operating systems/files/applications/browsers/AI, programming representations and control flow, relational/non-relational data and restore evidence, CIA/identity/device hygiene/passwords/encryption/social engineering, and safe escalation. All ten URLs are cataloged: eight reachable and O'Reilly plus Udemy automation-blocked; none missing or broken. The official page's no-expiration FC0-U71 and five-year FC0-U71-CE distinction is preserved. No proprietary objective PDF, course content, or recalled questions are reproduced. Blueprint SHA-256: 454e6bd5ab99966ebdbfda2b06dcbd4949a4bffea30cfe7b75a731e4526a3791.

220-1201 coverage record

The September 28 deep review maps 27 detailed objectives. Mapped all 27 numbered objectives in the public version 4.0 PDF against 15 main-page summary rows. Clarified the methodology exclusion, expanded networking/hardware/printing and product boundaries, added two original examples with 34 local checks and eight real loopback exchanges, and retained course-catalog discrepancies. All eight complete hardware/platform labs remain proposed. Current guide citations: 24 registered, 22 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 1, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: five weighted V15 domains—Mobile devices (13%), Networking (23%), Hardware (25%), Virtualization and cloud computing (11%), and Hardware and network troubleshooting (28%)
• Coverage evidence: guide sections 1–5, three support scenarios, eight hands-on labs, 40 original checks, and an explicit 220-1101-to-220-1201 gap checklist
• Link evidence: eight unique external URLs; six reachable, two automation-blocked, zero missing/broken in the dated source-health evidence
• Volatile boundaries: objectives, delivery/languages/score, estimated retirement, device/component/connector compatibility, protocols, Wi-Fi/security, firmware, cloud behavior, and provider revision, runtime, bundle, price, and access

The review maps all five public V15 domains and summary tasks to compatibility-first installation and evidence-led support. Three scenarios, eight safe labs and 40 original checks cover laptop/mobile parts and charging/display/dock/radio/synchronization paths; protocols/ports, devices, media, IP/DHCP/DNS, Wi-Fi, SOHO/IoT and network tools; board/CPU/RAM/storage/GPU/PSU/cooling/cables/peripherals/printers; hypervisors, VM networks and cloud responsibility; plus the 28% troubleshooting domain across power, POST, thermal, storage, display, printer and wired/wireless symptoms. All eight guide URLs are cataloged: six reachable and O'Reilly plus Udemy automation-blocked; none missing or broken. The same-version rule and non-dated estimated-2028 retirement are explicit; no proprietary objectives, PBQs or recalled items are used. Blueprint SHA-256: 81a5721116c570f081c1abbd75b494a05e2cfdf4185d4e1051a03981d1565448.

220-1202 coverage record

The September 28 deep review maps 36 detailed objectives. Mapped all 36 numbered objectives in the public version 4.0 PDF, expanded Windows/security/recovery teaching, added cloud productivity and AI support cases, strengthened 42 answered checks and eight proposed labs, and passed 18 native PowerShell/Robocopy checks on synthetic files. Current guide citations: 29 registered, 27 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 1, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: four weighted V15 domains—Operating systems (28%), Security (28%), Software troubleshooting (23%), and Operational procedures (21%)
• Coverage evidence: guide sections 1–4, three controlled-support scenarios, eight hands-on labs, 40 original checks, and an explicit 220-1102-to-220-1202 gap checklist
• Link evidence: eight unique external URLs; six reachable, two automation-blocked, zero missing/broken in the dated source-health evidence
• Volatile boundaries: objectives, delivery/languages/score, estimated retirement, OS/app/tool support and behavior, threats/security recommendations, licensing/privacy/policy, and provider revision, runtime, bundle, price, and access

The review maps all four public V15 domains to a controlled support lifecycle: understand state, preserve evidence/data, make the smallest authorized change, validate function/security/restart/recovery, and communicate/document. Three scenarios, eight safe labs and 40 original checks cover supported multi-OS selection/install/filesystems; Windows tools/commands/configuration plus macOS/Linux/mobile; identity/permissions/encryption/endpoint/SOHO/browser/mobile controls; evidence-preserving malware response and approved disposal; Windows/application/mobile/security troubleshooting; tickets/change/backup/restore/safety/environment/privacy/licensing/professionalism; script review and consent-based remote support. All eight guide URLs are cataloged: six reachable and O'Reilly plus Udemy automation-blocked; none missing or broken. Same-version and non-dated estimated-2028 boundaries are explicit; no proprietary objectives, PBQs, course labs or recalled items are used. Blueprint SHA-256: 802af49e1791f2aca4dd6fa98b272100badecd2be659ab001325bfb8cb5503c9.

N10-009 coverage record

The September 29 deep review maps 25 detailed objectives. Mapped all 25 numbered PDF objectives against 34 main-page summary rows. Filled modern-network and protocol details, corrected routing/lease/MTU distinctions, added original planning and DNS examples with 72 checks and 24 actual loopback exchanges, strengthened 44 answers and eight proposed labs, and explicitly accepted a duration-only monitor metadata change with historical evidence retained. Current guide citations: 33 registered, 30 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 1, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: five weighted V9 domains—Networking concepts (23%), Network implementation (20%), Network operations (19%), Network security (14%), and Network troubleshooting (24%)
• Coverage evidence: guide sections 1–5, three operational scenarios, eight authorized labs, 42 original checks, and an explicit N10-008-to-N10-009 gap checklist
• Link evidence: nine unique external guide URLs; seven reachable, two automation-blocked, zero missing/broken in the dated source-health evidence
• Volatile boundaries: objectives, delivery/languages/score, estimated retirement, protocols/standards, wireless/regulatory behavior, firmware/cloud responsibility, threats/security guidance, and provider revision, runtime, bundle, bank, price, and access

The review maps every public V9 domain and summary task to an end-to-end packet-walk and evidence model. Three scenarios, eight safe labs and 42 original checks cover OSI/encapsulation, appliances/cloud/traffic, services and subnetting, media/transceivers/topologies, routing/NAT/first hop, VLAN/STP/MTU, wireless and physical deployment, documentation/lifecycle/change/configuration, monitoring, recovery and network services, secure management, identity/segmentation/attacks/hardening, and the complete physical-through-application troubleshooting method. All nine guide URLs are cataloged: seven reachable and O'Reilly plus Udemy automation-blocked; none missing or broken. The estimated-2027 statement is explicitly not represented as an exact retirement date. No proprietary objective PDF, PBQ, course lab or recalled item is used. Blueprint SHA-256: c567a0adcbbf9a3ad2348be7a8187bbe7650479c142fb14b1b8c583fd64783f3.

SY0-701 coverage record

The September 29 deep review maps 28 detailed objectives. Mapped all 28 numbered objectives in public PDF document 7.0. Added original cryptography and certificate examples with 34 executed checks, zero-trust roles, protocol/identity boundaries, current incident-response and severity context, worked risk/evidence/detection cases, 46 answers and eight proposed full labs. Corrected a stale replacement-exam answer, qualified blocked catalog claims and explicitly accepted duration-only monitor metadata while preserving history. Current guide citations: 28 registered, 26 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 7, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: five weighted V7 domains—General security concepts (12%), Threats, vulnerabilities, and mitigations (22%), Security architecture (18%), Security operations (28%), and Security program management and oversight (20%)
• Coverage evidence: guide sections 1–5, three governance-to-operations scenarios, eight isolated/authorized labs, 42 original checks, and an explicit SY0-601-to-SY0-701 gap checklist
• Link evidence: eight unique external guide URLs; six reachable, two automation-blocked, zero missing/broken in the dated source-health evidence
• Volatile boundaries: objectives, delivery/languages/score, exact language-specific retirement dates and unconfirmed replacement status, threats/vulnerabilities, crypto/standards, products/cloud responsibility, legal/compliance/privacy requirements, and provider revision, runtime, bundle, bank, price, and access

The review maps every public V7 domain and summary task into an asset → threat/vulnerability → business risk → layered control → telemetry/response → recovery/governance lifecycle. Three scenarios, eight safe labs and 42 original checks cover controls/CIA/AAA/zero trust/change/cryptography; actors/vectors/vulnerabilities/indicators/mitigation; on-premises/cloud/virtual/container/serverless/IaC/IoT/ICS architecture, infrastructure, data and resilience; baselines/assets/vulnerability management, SIEM/SOAR/EDR/XDR, enterprise controls, IAM/automation/incident/forensics; plus governance/risk/BIA, third parties, compliance/privacy, audits/testing and awareness. All eight guide URLs are cataloged: six reachable and O'Reilly plus Udemy automation-blocked; none missing or broken. The guide records CompTIA's June 11, 2027 English retirement and August 13, 2027 Japanese/Portuguese/Spanish/Thai retirement without inferring a successor. No proprietary objectives, PBQs, course labs, leaked drafts or recalled items are used. Blueprint SHA-256: 9e13564c9c134ca42752f3bc90083f2da3568e7e9e93f9d068a98197fbe19528.

XK0-006 coverage record

The September 29 deep review maps 29 detailed objectives. Mapped all 29 numbered PDF objectives and command-level details. Corrected umask/ACL and shell distinctions, documented older/misnamed outline tools against upstream references, expanded explicit OpenTofu/orchestration and monitoring scope, added original Bash/Python examples with 44 checks and an actual MSYS archive/restore, strengthened 46 answers/eight proposed labs, and accepted duration-only metadata with prior history retained. Native Linux runtime execution remains blocked and deferred. Current guide citations: 29 registered, 27 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 1, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: five weighted V8 domains—System management (23%), Services and user management (20%), Security (18%), Automation, orchestration, and scripting (17%), and Troubleshooting (22%)
• Coverage evidence: guide sections 1–5, three operational scenarios, eight cross-distribution break/fix labs, 42 original checks, and an explicit XK0-005-to-XK0-006 gap checklist
• Link evidence: seven unique external guide URLs; five reachable, two automation-blocked, zero missing/broken in the dated source-health evidence
• Volatile boundaries: objectives, delivery/language/score, estimated retirement, distributions/kernels/packages/commands/configuration owners, security guidance, automation/container/cloud tools, AI behavior, and provider revision, runtime, bundle, bank, price, and access

The review maps every public V8 domain and summary task to runtime state → persistent configuration → restart/reboot/recreate → revalidation. Three scenarios, eight labs and 42 original checks cover boot/kernel/hardware/filesystems, LVM/RAID/mounts/backup, network/shell/virtualization, files/links/permissions/accounts/processes/jobs/packages, systemd/logs/timers/containers, PAM/LDAP/Kerberos/audit/MFA, firewalls/hardening/SSH/SELinux/AppArmor/crypto/compliance, Ansible/Puppet/IaC/CI-CD, Bash/Python/Git/responsible AI, and systematic boot/storage/service/network/security/performance troubleshooting. All seven guide URLs are cataloged: five reachable and O'Reilly plus Udemy automation-blocked; none missing or broken. Distribution-specific behavior is identified as a verification boundary. No proprietary objectives, PBQs, course labs or recalled items are used. Blueprint SHA-256: 145e8c39625ce15055b7d8e0098b2cbde174c84538e11eb25b3b81ae8e0f4832.

CV0-004 coverage record

The September 29 deep review maps 33 detailed objectives. Mapped all 33 numbered PDF objectives against 31 main-page summary rows. Corrected unsupported experience advice in guide/catalog, filled community-cloud and AI/IoT scope, clarified CLI/state/budget/retry boundaries, added original Terraform and SQLite examples with 61 executed local checks, strengthened 46 answers and eight proposed labs, and qualified blocked catalog claims. Accepted objective and lifecycle snapshots remain unchanged. Current guide citations: 27 registered, 25 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 1, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: six weighted V4 domains—Cloud architecture (23%), Deployment (19%), Operations (17%), Security (19%), DevOps fundamentals (10%), and Troubleshooting (12%)
• Coverage evidence: guide sections 1–6, three integrated cloud scenarios, eight safe multi-provider labs, 42 original checks, and an explicit CV0-003-to-CV0-004 gap checklist
• Link evidence: nine unique external guide URLs; seven reachable, two automation-blocked, zero missing/broken in the dated source-health evidence
• Volatile boundaries: objectives, delivery/languages/score, estimated retirement, cloud service names/limits/regions/interfaces, standards/security guidance/legal obligations, and provider revision, runtime, bundle, bank, price, and access

The review maps every public V4 domain into a requirement → service/control selection → reviewed IaC deployment → observable operation/security/recovery → layered troubleshooting lifecycle. Three scenarios, eight labs and 42 original checks cover service/deployment/responsibility models; availability, networks, virtualization/containers, compute/storage/database and cost; migration/IaC/provisioning; lifecycle/scaling/backup/observability; IAM/data/network/workload/vulnerability/compliance controls; source control/CI-CD/integrations/event-driven flows; and control-plane-through-application troubleshooting. All nine URLs are cataloged: seven reachable and O'Reilly plus Udemy automation-blocked; none missing or broken. The estimated-2027 statement is separated from an exact retirement date or unannounced replacement. No proprietary objective PDF, PBQ, course lab or recalled item is used. Blueprint SHA-256: 6fb337abbad0ccde4c7a29dceb3c7e3611211edf97a676fe7bd7800406c0a192.

LFCA coverage record

The September 29 deep review maps 22 detailed objectives. Mapped all 22 public competencies and retained the unchanged September 2025 objective/lifecycle snapshots. Added exact Git and Bash examples with 35 executed local checks, strengthened permissions/repository authentication/service state, cloud/recovery/project cases, data-control evidence, 46 answers and eight proposed labs. Qualified older course outlines and conflicting duration estimates. Native Linux VM validation remains deferred. Current guide citations: 23 registered, 23 reachable, 0 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 1, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: September 16, 2025 six-domain map—Linux Fundamentals (16%), System Administration Fundamentals (30%), Cloud Computing Fundamentals (18%), Security Fundamentals (14%), DevOps Fundamentals (12%), and IT Project Management Fundamentals (10%)
• Coverage evidence: guide sections 1–6, three integrated beginner scenarios, eight safe labs, 40 original checks, and explicit pre-update/LFCA-JP boundaries
• Link evidence: seven unique external guide URLs; all seven reachable in the dated source-health evidence
• Volatile boundaries: objectives/effective date, assessment delivery/eligibility/retake/validity, distributions/packages/commands, cloud/security/project/license behavior, and provider revision, duration, bundle, price and access

The review maps every current domain to one connected host → administration/network/recovery → cloud → security → DevOps → project/application/open-source model. Three scenarios, eight labs and 40 original checks cover Linux/command-line use, identities/packages/services/storage/network/troubleshooting/recovery, cloud models/availability/performance/cost, security/data/compliance, Git/CI-CD/containers and current project/functional/architecture/licensing fundamentals. All seven URLs are cataloged and reachable. The September 16, 2025 effective baseline, retired LFCA-JP and older Supporting Applications and Developers wording are explicit. No proprietary questions or course content are used. Blueprint SHA-256: fd4278c4b59fa86cc2c014f67f60263670b72193b2f83354fa3712b0f97a77cf.

LFCS coverage record

The September 29 deep review maps 34 detailed objectives. Mapped all 34 public competencies and retained unchanged objective/lifecycle snapshots. Added exact OpenSSL and Python examples with 38 executed local checks and six loopback TLS handshakes, clarified service/timer/VM state, certificate validation, version-specific filesystem resize, route/SSH/ACL/LDAP evidence, strengthened 46 answers and eight proposed labs, and corrected current catalog metadata. Native Linux runtime validation remains deferred. Current guide citations: 25 registered, 24 reachable, 1 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 1, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: five distribution-independent domains—Operations Deployment (25%), Networking (25%), Storage (20%), Essential Commands (20%), and Users and Groups (10%)
• Coverage evidence: guide sections 1–5, three integrated administration scenarios, eight safe labs, 40 original checks, and explicit runtime/persistent/restart/recovery boundaries
• Link evidence: six unique external guide URLs; five reachable, one automation-blocked, zero missing/broken in the dated source-health evidence
• Volatile boundaries: objectives, delivery/eligibility/retake/validity, distributions/kernels/packages/services/configuration owners, security guidance, virtualization/container/network behavior, and provider revision, duration, bundle, price and access

The review maps every current domain to one connected observe → change the correct persistent owner → restart/reload/reboot only as required → validate function, security, persistence and recovery workflow. Three scenarios, eight labs and 40 original checks cover kernels, processes, jobs, packages, failure recovery, libvirt, containers, SELinux, IPv4/IPv6, time, SSH, filtering/NAT, routing, bridges/bonds, proxies/load balancers, LVM/filesystems/remote storage/swap/automount/performance, Git/service configuration/resource constraints/certificates, identities/profiles/limits/ACLs and LDAP. All six URLs are cataloged: five reachable and O'Reilly automation-blocked; none missing or broken. The distribution-independent assessment and no-prerequisite policy are explicit; no proprietary simulator tasks, course labs or recalled exam tasks are used. Blueprint SHA-256: 7e81f913990e564ad0238c7842735843375ec30d94f036f88e194dcbfe77cb63.

CKA coverage record

The September 29 deep review maps 27 detailed objectives. Mapped all27 public competencies against the live page and actual three-page v1.35 PDF; retained unchanged monitor snapshots. Added an exact original kubectl/Kustomize exercise with22 executed local checks, corrected EndpointSlice and PDB/rollout simplifications, expanded RBAC/configuration/HPA/Gateway/storage/recovery distinctions, strengthened46 answers and eight proposed cluster labs, and refreshed public catalog evidence. Live cluster validation remains deferred. Current guide citations: 28 registered, 26 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 6, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Kubernetes v1.35 and five weighted domains—Cluster Architecture, Installation & Configuration (25%), Workloads & Scheduling (15%), Services & Networking (20%), Storage (10%), and Troubleshooting (30%)
• Coverage evidence: guide sections 1–5, three integrated administration scenarios, eight safe performance labs, 42 original checks, and explicit release-watch/controller-lifecycle/course-gap boundaries
• Link evidence: ten unique external guide URLs; eight reachable, two automation-blocked, zero missing/broken in the dated source-health evidence
• Volatile boundaries: exam Kubernetes version and quarterly alignment, objectives, delivery/eligibility/retake/validity, Kubernetes APIs/features/skew, kubeadm/runtime/CNI/CSI/controllers, documentation policy, and provider revision, duration, bundle, price and access

The review maps every v1.35 domain to a confirm context/namespace/owner → inspect desired and observed state → change the correct controlling resource → verify readiness, traffic, persistence, security and recovery workflow. Three scenarios, eight labs and 42 original checks cover RBAC, kubeadm/HA/lifecycle/etcd, Helm/Kustomize/interfaces/CRDs/operators, controllers/configuration/probes/scaling/admission/scheduling, Pod/Service/EndpointSlice/DNS/NetworkPolicy/Ingress/Gateway paths, StorageClass/PV/PVC/CSI behavior, and node/control-plane/workload/network/storage troubleshooting. All ten URLs are cataloged: eight reachable and O'Reilly plus Udemy automation-blocked; none missing or broken. The official page's v1.35 baseline is preserved after the August 26 v1.37 release; the 4–8-week policy creates a September 23–October 21 recheck window, not a promised switch date. The retired ingress-nginx community controller is separated from the stable Ingress API and current objective. No proprietary simulator tasks, course labs or recalled exam tasks are used. Blueprint SHA-256: e4b196b215d9a8a74203f309fa7b755633fe99955e638e541b3a6eac147d2857.

CKAD coverage record

The September 29 deep review maps 24 detailed objectives. Mapped all 24 public competencies and the actual three-page v1.35 curriculum PDF; both monitor snapshots remain unchanged. Added seven exact original chart files with 27 executed Helm render/lint checks, corrected native sidecar, Deployment availability and EndpointSlice explanations, expanded retry/security/API migration distinctions, answered 46 checks and strengthened eight proposed cluster labs. Refreshed public learning metadata and Helm lifecycle evidence; live cluster validation remains deferred. Current guide citations: 32 registered, 30 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 6, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Kubernetes v1.35 and five weighted domains—Application Design and Build (20%), Application Deployment (20%), Application Observability and Maintenance (15%), Application Environment, Configuration and Security (25%), and Services and Networking (20%)
• Coverage evidence: guide sections 1–5, three integrated application scenarios, eight safe performance labs, 42 original checks, and explicit release-watch/controller-lifecycle/course-gap boundaries
• Link evidence: ten unique external guide URLs; eight reachable, two automation-blocked, zero missing/broken in the dated source-health evidence
• Volatile boundaries: exam Kubernetes version/alignment, objectives, delivery/eligibility/retake/validity, OCI images and Kubernetes APIs/features/security/admission, package/controller behavior, documentation policy, and provider revision, duration, bundle, price and access

The review maps every v1.35 domain to one source/image → workload/volume → rendered release → observable runtime → least-privilege identity/configuration → Service/policy/Ingress lifecycle. Three scenarios, eight labs and 42 original checks cover image contracts, controllers, multi-container patterns and volumes; rolling/blue-green/canary delivery plus Helm/Kustomize; probes, CLI metrics, streams/debugging and API deprecations; CRDs/operators, authentication/authorization/admission, requests/limits/quotas, ConfigMaps/Secrets/ServiceAccounts and security contexts/capabilities; and Service/EndpointSlice/NetworkPolicy/Ingress paths. All ten URLs are cataloged: eight reachable and O'Reilly plus Udemy automation-blocked; none missing or broken. The official page's v1.35 baseline is preserved after the August 26 v1.37 release; the 4–8-week policy creates a September 23–October 21 recheck window, not a promised switch date. The retired ingress-nginx community controller is separated from the stable Ingress API and current objective. No proprietary simulator tasks, course labs or recalled exam tasks are used. Blueprint SHA-256: 58b0290b61ba14ad68c02e06bcd2fbec14d23c4e555e69eb67a5615047e02ca1.

CKS coverage record

The September 29 deep review maps 26 detailed objectives. Mapped all 26 live competencies and read the actual three-page CKS PDF: its older filename still contains the current outline and weights, while the CNCF overview weights remain inconsistent. Retained unchanged monitor snapshots, corrected current simulator metadata and unsupported scheduled status, and added exact original exercises with 17 real signature/claim checks plus 12 restricted audit-model checks. Expanded admission, encryption, RBAC, kernel and telemetry distinctions, answered 46 checks and strengthened eight proposed cluster labs; native cluster validation remains deferred. Current guide citations: 31 registered, 29 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 6, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Kubernetes v1.35 and six live-page weighted domains—Cluster Setup (15%), Cluster Hardening (15%), System Hardening (10%), Minimize Microservice Vulnerabilities (20%), Supply Chain Security (20%), and Monitoring, Logging and Runtime Security (20%)
• Coverage evidence: guide sections 1–6, three integrated defensive scenarios, eight authorized performance labs, 42 original checks, and explicit live-page/CNCF-page/PDF, CKA-prerequisite, release-watch, and controller-lifecycle boundaries
• Link evidence: 11 unique external guide URLs; nine reachable, two automation-blocked, zero missing/broken in the dated source-health evidence
• Volatile boundaries: Kubernetes version and approximately 4–8-week alignment, domain weights/competencies, lagging CNCF v1.34 curriculum, prerequisite/CARE policy, delivery/eligibility/retake/validity, vulnerabilities/advisories/APIs/security tools/policy engines, and provider revision, duration, bundle, price and access

The review maps every live v1.35 domain to an asset/trust-boundary/threat → narrow preventive control → positive and negative validation → telemetry/detection → authorized containment/recovery lifecycle. Three scenarios, eight labs and 42 original checks cover network/CIS/TLS/metadata/binary setup; RBAC/ServiceAccounts/API access/upgrades; minimal hosts/IAM/network/seccomp/AppArmor; current Pod Security, Secrets, tenancy/sandboxing and Pod-to-Pod encryption; minimal images, SBOM/provenance, CI/artifact repositories, signatures/admission and static/image analysis; plus behavioral detection, cross-layer investigation, runtime immutability and Kubernetes audit. All 11 URLs are cataloged: nine reachable and O'Reilly plus Udemy automation-blocked; none missing or broken. The guide follows the live Linux Foundation 15/15/10 first-three weights while clearly flagging CNCF's lingering 10/15/15 overview and v1.34 PDF, and corrects the prerequisite to previously passed CKA with no active-status requirement. The official August 26 v1.37 release creates a September 23–October 21 recheck window without changing the live v1.35 baseline; the retired community ingress-nginx controller is separated from the stable Ingress API and current objective. No offensive target instructions, proprietary simulator tasks, course labs or recalled exam tasks are used. Blueprint SHA-256: 26ca4b0afc590f0df1dbf0ed60a435ce420efc6ac6d4ae95ec41dac302925c98.

GOOGLE-CLOUD-DIGITAL-LEADER coverage record

The September 29 deep review maps 69 detailed considerations under 14 numbered objectives. Read the full seven-page August 12 exam PDF and fifteen-page study PDF; mapped 69 detailed considerations across 14 numbered objectives. Both monitor hashes remain unchanged. Added an exact Python worksheet with 26 local checks, clarified app/platform, Cloud Run execution forms, storage/consistency, IAM inheritance, Model Armor enforcement, preview spend caps and DWS billing. Refreshed catalog evidence, 44 answers and eight proposed decision labs. No live cloud validation or paid assessment access. Current guide citations: 28 registered, 26 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: August 12, 2026 six-domain guide—Digital Transformation (18%), Data Transformation (18%), Artificial Intelligence (18%), Infrastructure and Application Modernization (18%), Trust and Security (18%), and Operations (10%)
• Coverage evidence: guide sections 1–6, three integrated business/architecture scenarios, eight decision-oriented labs, 36 original checks, and a precise pre-August objective and terminology gap checklist
• Link evidence: ten unique external guide URLs; eight reachable, two automation-blocked, zero missing/broken in the dated source-health evidence
• Volatile boundaries: objectives and renewal/delivery contract; Gemini Enterprise Agent Platform, agents and AI Hypercomputer; data, security and hybrid/multicloud product names and availability; price/regional behavior; and learning-provider revision, duration, access and practice material

The review follows the launched August PDF rather than the older ~17/16/16/17/17/17 HTML guide. It maps every current domain through business outcome, requirement and data shape, service/control selection, shared ownership, validation, observability and lifecycle operation. Three scenarios, eight labs and 36 checks cover cloud models and network geography; governed data and store/pipeline/BI selection; ML, generative and agentic AI choice/evaluation/safety; migration, compute, containers and APIs; layered identity/data/AI/security operations and trust evidence; plus hierarchy, financial governance, recovery, observability and SRE. All ten URLs are cataloged: eight reachable and O'Reilly plus Udemy automation-blocked; none missing or broken. No proprietary course content, question bank or recalled exam item is used. Blueprint SHA-256: 998892823a5a1a3cf2b508e3145f723c4c9e17181d62f59ec78d2e633f4eca8d.

GOOGLE-GENERATIVE-AI-LEADER coverage record

The September 29 deep review maps 61 detailed objectives. Mapped 61 published considerations under 15 numbered objectives, preserving three repeated data bullets. Actual five-page exam PDF and eleven-page study-workbook text read; both monitor hashes unchanged. Added a hash-matched Python worksheet with 27 local checks, strengthened account/retention, identity/context, tool-validation and model-lifecycle distinctions, 48 answered checks and eight proposed labs. Public catalogs refreshed; cloud/model enforcement and provider labs remain unexecuted. Current guide citations: 29 registered, 27 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: four domains—Fundamentals of gen AI (30%), Google Cloud's gen AI offerings (35%), Techniques to improve gen AI model output (20%), and Business strategies for a successful gen AI solution (15%)
• Coverage evidence: guide sections 1–4, three integrated enterprise scenarios, eight safe decision/evaluation labs, 40 original checks, and an explicit Vertex/Agentspace-to-current-Agent-Platform terminology checklist
• Link evidence: ten unique external guide URLs; eight reachable, two automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: undated detailed PDF; certification delivery/renewal; model and product names/versions, limits, price, regions, data terms and release stages; threat/policy/legal guidance; and learning-provider revision, duration, access and practice material

The review maps the complete public guide through business outcome → permitted data and model/layer choice → Google application/platform/API/tool selection → prompting/grounding/customization/evaluation → constrained human/agent workflow → secure, responsible and measurable operation. Three scenarios, eight labs and 40 checks cover AI/ML/foundation models, modalities/data/lifecycle, Gemini/Gemma/Imagen/Veo, Gemini/Workspace/enterprise search/customer engagement, Agent Platform/Studio/Search/AutoML and specialized APIs, RAG and agents/tools, prompt/sampling/evaluation/change controls, SAIF-style defense, responsible AI, portfolio/adoption and value. All ten URLs are cataloged: eight reachable and O'Reilly plus Udemy automation-blocked; none missing or broken. No proprietary course content, question bank or recalled exam item is used. Blueprint SHA-256: d5154002a04c5a259a6d825a4ba3b84dcc9ee0e2fb075a012e510f17f641c324.

GOOGLE-ASSOCIATE-CLOUD-ENGINEER coverage record

The September 29 deep review maps 94 detailed objectives. Mapped94 considerations under12 numbered objectives in the actual five-page PDF;20/30/30/20weights unchanged. Initialized a previously absent lifecycle baseline only after reviewing standard/renewal details; post-check unchanged. Added32 executed local CIDR/capacity/SQLite checks,50 answered checks,eight proposed cloud labs and current catalog evidence. Cloud runtime and independent human verification remain outstanding. Current guide citations: 29 registered, 28 reachable, 1 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: current four-domain guide—Setting up an environment (20%), Planning and implementing (30%), Ensuring successful operation (30%), and Configuring access and security (20%)
• Coverage evidence: guide sections 1–4, three integrated operational scenarios, eight hands-on labs, 40 original checks, and an explicit old-outline and current-branding gap checklist
• Link evidence: nine unique external guide URLs; eight reachable, one automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: undated detailed PDF and published branding notice; certification delivery/renewal; product names, release stages, regions, limits, quotas, prices, policy/security guidance; and learning-provider revision, duration, access and practice material

The review maps every detailed current consideration through hierarchy/policy/billing/quota readiness; compute, container, agent, accelerator, data, storage, network and IaC selection; inventory, change, scaling, backup/restore, monitoring and diagnosis; plus IAM, service accounts, impersonation and federation. Three scenarios, eight labs and 40 checks make the decision and failure boundaries concrete. All nine guide URLs are cataloged: eight reachable and O'Reilly automation-blocked; none missing or broken. The older five-domain outline and former Cloud Functions, Vertex AI Agent Engine and Vertex AI Workbench names are explicitly reconciled with the current four-domain, Cloud Run functions and Gemini Enterprise Agent Platform baseline. No proprietary course content, question bank or recalled exam item is used. Blueprint SHA-256: 1c26e61d687b69b9e2b0b00e59d537b271eae0647d525dd9d40284ea28c11d74.

GOOGLE-PROFESSIONAL-CLOUD-ARCHITECT coverage record

The September 29 deep review maps 101 detailed objectives. Read actual seven-page exam PDF and all twelve pages across four case PDFs. Mapped101statements:96bullets plus5standalone objectives under22numbered objectives. Initialized missing lifecycle baseline after explicit review; objective hash unchanged and post-check unchanged. Added four fact/hypothesis/evidence case analyses,32executed local checks,48answered checks and eight proposed cloud labs. Cloud execution and independent human review remain pending. Current guide citations: 31 registered, 30 reachable, 1 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: six weighted domains—Design and plan (25%), Manage and provision (17.5%), Security and compliance (17.5%), Optimize technical/business processes (15%), Manage implementation (12.5%), and Solution/operations excellence (12.5%)—plus all six Well-Architected pillars and four V6.1 cases
• Coverage evidence: guide sections 1–6, a ten-part official case-study method, three additional scenarios, eight evidence labs, 36 original checks, and an explicit current AI/agent/security/product-name gap checklist
• Link evidence: 13 unique external guide URLs; 12 reachable, one automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: undated detailed PDF and branding notice; case-study versions; delivery/renewal; models, agents, APIs, product names/stages/regions/quotas/prices; compliance/security guidance; and provider revision, duration, access and practice material

The review maps every current objective through requirement → option/tradeoff → decision → owner → validation → operation → revisit. It connects the six Well-Architected pillars to workload disposition, service/data/network/AI selection, migration, landing zones, security/compliance evidence, SDLC/recovery/cost/skills/change processes, API and IaC implementation, observability/releases/support/quality/resilience. The four linked V6.1 cases get a reusable fact-to-decision method rather than a memorized answer architecture. Three scenarios, eight labs and 36 checks reinforce the model. All 13 URLs are cataloged: 12 reachable and O'Reilly automation-blocked; none missing or broken. No proprietary question bank, recalled item or copied course content is used. Blueprint SHA-256: fceaa0587ed0fa26fcf66a037a2abb7e4103231cccb6ad9052153ca3cb328ec2.

GOOGLE-PROFESSIONAL-DATA-ENGINEER coverage record

The September 29 deep review maps 67 detailed objectives. Actual five-page blueprint fully read:67 main considerations under19numbered objectives,including four transformation sub-bullets within their parent. Objective hash unchanged; missing lifecycle snapshot explicitly initialized and post-check unchanged. Added40executed local checks,48answered checks,eight proposed cloud labs and current public catalog comparisons. Live-cloud execution and independent human review remain pending. Current guide citations: 24 registered, 23 reachable, 1 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: five weighted domains—Design systems (22%), Ingest/process (25%), Store (20%), Prepare/use for analysis (15%), and Maintain/automate (18%)
• Coverage evidence: guide sections 1–5, three production data scenarios, eight evidence labs, 36 original checks and an old-course/current-product gap checklist
• Link evidence: eight unique external guide URLs; seven reachable, one automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: undated detailed PDF; delivery/renewal; products, AI/model/query behavior, regions, quotas, prices, governance/security interfaces; and provider revision, duration, access and practice material

The review maps every current consideration through contract/ownership/security → ingestion semantics → deterministic processing → governed store/model → authorized BI/ML/RAG/sharing → repeatable orchestration → capacity, data/platform observability, repair/replay and tested recovery. Three scenarios, eight labs and 36 checks cover batch/stream correctness, current BigQuery/BigLake/Dataplex/Dataflow/Dataproc/Dataform/Composer choices, migration/CDC, query performance, federated governance, capacity/cost and failure handling. All eight URLs are cataloged: seven reachable and O'Reilly automation-blocked; none missing or broken. No proprietary bank, recalled item or copied course content is used. Blueprint SHA-256: d9fc9ddb90e3c6f965fb09311b060710a297ba36f18025518dca3d5154d785bc.

GOOGLE-PROFESSIONAL-CLOUD-SECURITY-ENGINEER coverage record

The September 29 deep review maps 70 detailed objectives. Actual four-page blueprint fully read and70considerations mapped under14numbered objectives. Objective digest unchanged; missing lifecycle baseline explicitly initialized and post-check unchanged. Added35executed local envelope-encryption checks,48answered checks,eight proposed cloud labs and current catalog evidence. Live-cloud execution and independent human review remain pending. Current guide citations: 35 registered, 34 reachable, 1 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: five weighted domains—Access (25%), Communications/boundary protection (22%), Data protection (23%), Operations (19%), and Compliance support (11%)
• Coverage evidence: guide sections 1–5, three defensive scenarios, eight authorized evidence labs, 36 original checks and an explicit current-control gap checklist
• Link evidence: seven unique external guide URLs; six reachable, one automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: undated PDF; live page currently omits a validity signal; delivery, products/tiers/regions, IAM/policy, threats, crypto, AI, vulnerabilities and compliance contracts; provider revision, duration, access and practice material

The review maps every detailed current objective through asset/data and identity/boundary → threat or obligation → preventive control → positive/negative validation → telemetry/detection → authorized response/recovery → evidence/owner. Three scenarios, eight authorized labs and 36 checks cover workforce/workload identity, privilege/hierarchy, NGFW/private/perimeter paths, sensitive-data/key/secret/AI controls, supply chain/posture, centralized security logs/detections/response and compliance evidence. All seven URLs are cataloged: six reachable and O'Reilly automation-blocked; none missing or broken. No exploit target, proprietary bank, recalled item or copied course content is used. Blueprint SHA-256: 356877767ac663f5102c9f398ba61909d074668c92d54e0e09584341f5a48166.

GOOGLE-PROFESSIONAL-MACHINE-LEARNING-ENGINEER coverage record

The September 29 deep review maps 52 detailed objectives. Five-page June 1, 2026 blueprint fully read and 52 considerations mapped under 14 numbered objectives. Objective digest unchanged; missing lifecycle baseline explicitly initialized and post-check unchanged. Added 36 executed local training/evaluation checks, 48 answered checks, eight proposed cloud labs and current catalog evidence. Live cloud execution and independent human review remain pending. Current guide citations: 23 registered, 22 reachable, 1 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: June 1, 2026 six-domain guide—Low-code AI (13%), Collaboration/data/models (16%), Scale prototypes/training (21%), Serve/scale (20%), Pipelines (18%), and Monitoring (13%); published approximations total 101%
• Coverage evidence: guide sections 1–6, three production AI scenarios, eight evidence labs, 36 original checks and an explicit Vertex-to-Gemini-Enterprise-Agent-Platform translation
• Link evidence: eight unique external guide URLs; seven reachable, one automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: branding/transition notices, live page and current _new.pdf; models/APIs/platform names/stages/regions/quotas/accelerators/prices; AI evaluation, security and responsible practice; provider revision, duration, access and practice material

The review follows the actual linked _new.pdf dated June 1, 2026; a different older PDF still resolves at the non-_new address and is explicitly not used as current. Every domain is mapped across task/data/model choice, governed features/notebooks/experiments/lineage, reproducible training/tuning/accelerators, batch/online registry/serving/rollout, validation and CI/CD/CT pipelines, and predictive/gen-AI quality, drift/skew, safety, security, cost, retraining and rollback. Three scenarios, eight labs and 36 checks are included. All eight URLs are cataloged: seven reachable and O'Reilly automation-blocked; none missing or broken. Blueprint SHA-256: 14f8953554d4c9762d0ac1fc7b0b4449d624895b2e1c3c9d4670009726c5bd5c.

GOOGLE-PROFESSIONAL-AGENTIC-ARCHITECT coverage record

October 29, 2026 tool-scope repair

The current official four-page exam guide was reopened and its five domains and 28 named tool-list entries were reconfirmed against the frozen objective snapshot (SHA-256 unchanged: 116a4f1d0a6ee037866c312dc554b8f132248f1cbaddaf837fdce48c0116d454). The study guide now maps each listed tool to its role, selection decision, failure boundary and learner check; Agent Retrieval (formerly Vector Search 2.0) is explicitly separated from Vector Search 1.0. A new dated source-validation receipt is google-professional-agentic-architect-2026-10-29-tool-scope-source-validation. Current evidence covers 49 external guide links: 48 healthy, one automated-fetch timeout, none missing or broken. The timed-out Antigravity Workbench CLI page was opened directly in the browser on October 29; its Preview status and behavior are documented with a VERIFY CURRENT boundary. No cloud product behavior was executed. Independent fresh-context audit is recorded in the repair audit batch.

The September 29 deep review maps 31 detailed objectives. Four-page blueprint fully read: 31 considerations under 11 numbered objectives, with 28 tool-list entries mapped separately. Explicitly reviewed and accepted the capability snapshot’s FAQ-pointer addition and initialized missing lifecycle monitoring; post-check unchanged. Added 31 executed local action-control checks, 52 answers, eight proposed labs and current beta/catalog evidence. Live cloud/framework execution and independent human review remain pending. Current guide citations: 26 registered, 26 reachable, 0 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 6, 2026, during the open beta registration window and before multiple-choice testing begins
• Outcome: sources + objectives checked; human review pending
• Official scope: five beta domains—Low-code agents (13%), Coding agents (17%), Custom agents (33%), Evaluate/deploy (22%), and Secure/govern (15%)—plus a Pearson conceptual/design exam and Google Skills hands-on labs
• Coverage evidence: guide sections 1–5, three end-to-end agent scenarios, eight safe evidence labs, 42 original checks, complete named-tool coverage including five data/storage choices, Model Garden and Google Cloud Observability, and explicit beta/GA volatility
• Link evidence: 16 unique external guide URLs; all 16 registered and reachable, including the beta FAQ, terminology release notes and seven direct data/model/observability references
• Volatile boundaries: registration/exam/lab windows, two-part completion and scoring/results, eventual GA; product names/commands/APIs/stages/regions/quotas/prices; MCP/A2A, agent identity/gateway/registry/runtime, evaluation/security; provider availability

The review maps the complete beta guide and tool list through goal/responsibility → authorized data/context/memory → Cloud Storage/BigQuery/Cloud SQL/Firestore/Memorystore semantics → model selection/Model Garden/retrieval → tool identity/action contract → MCP/A2A/multi-agent orchestration → layered response/retrieval/tool/system evaluation → runtime/Logging/Monitoring/Trace/AgentOps → OAuth/IAM/PAB/gateway/registry/policy/Model Armor/HITL → incident stop/reversal. Three scenarios, eight labs and 42 checks cover low-code, sandboxed coding agents, ADK/custom agents and production operations. The record captures the September 3–30 registration, September 8–30 testing, late-October results, qualifying late-October-to-December labs, projected mid-November GA and Agent Designer-to-Workflow Builder rename without treating projections as guarantees. All 16 URLs are reachable. No leaked/recalled beta item, dump, proprietary lab or copied course content is used. Blueprint SHA-256: eac2f3a291d2910ff1c9cd4968e04b84c9d3cf3d98b685e7b14135aca4804347.

100-150 coverage record

The September 29 deep review maps 25 detailed objectives. Actual three-page primary objective PDF fully read:25numberedobjectives plus supportingbullets mapped across6domains. Corrected dated CCSTfiveyear/lifetime renewal distinction, added40executedbinarypacket/subnetchecks,48answeredchecks and8proposedhands-onlabs. Objective unchanged;missinglifecyclebaseline explicitlyinitialized andpostcheckunchanged. Live/simulator/device labs and independenthumanreview remainpending. Current guide citations: 26 registered, 23 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: active CCST Networking exam, six public topic groups and the complete first-party exam-aligned course objective list; Cisco's checked public interface does not expose stable domain weights, so the guide does not invent them
• Coverage evidence: guide sections 1–6, three support scenarios, eight authorized evidence labs and 36 original checks
• Link evidence: ten unique external guide URLs; eight reachable, two O'Reilly automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: exam price/languages/delivery and lifetime-badge policy; JavaScript-rendered detailed topics; device/OS command output, Wi-Fi/security guidance; path/account access, commercial editions, durations and practice material

The review maps all six topic groups and every objective on Cisco's current exam-aligned training page through application/transport/address → local media/frame/switch → gateway/route → remote service/return path → observable evidence/safe test → security and documentation. It adds IPv4/IPv6 calculation and classification, media/transceiver/endpoint decisions, read-only endpoint and IOS evidence, a controlled diagnostic method, ticket discipline, three scenarios, eight labs and 36 checks. The primary snapshot monitors Cisco's stable exam landing-page baseline; the dynamic detailed topics and Cisco Public training PDF are separately registered for health and human review. No recalled/live item, answer dump, unauthorized capture target or copied book/course content is used. Blueprint SHA-256: 06e3901b4e9a03657e2111d7a02b484c1a8629ab595f54b32e03f1197680d194.

100-160 coverage record

The September 29 deep review maps 23 detailed objectives. Mapped 23 numbered objectives and supporting bullets from the actual three-page PDF. Corrected dated CCST renewal policy, reconciled the older exam-referenced incident structure with NIST revision3, added40executed evidence/timeline checks and48answered prompts, and updated catalog evidence. Objective digest unchanged; missing lifecycle baseline explicitly initialized and rechecked unchanged. Eight live/system labs and independent human review remain pending. Current guide citations: 26 registered, 24 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: active CCST Cybersecurity exam, five public work areas and all 23 first-party exam-aligned course objectives; no stable domain weights are exposed by the checked public interface, so none are invented
• Coverage evidence: guide sections 1–5, three defensive scenarios, eight authorized evidence labs and 36 original checks
• Link evidence: nine unique external guide URLs; eight reachable, one O'Reilly automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: exam price/languages/delivery and lifetime badge policy; JavaScript-rendered topics; threats, vulnerabilities, platform/log/tool behavior, regulation/incident obligations; path/account access, book update, duration and practice material

The review maps the current public work areas and every detailed official training outcome through asset/business process → threat/vulnerability → contextual risk → administrative/technical/physical control → endpoint/network/identity evidence → authorized response → continuity/recovery and lessons learned. It covers access and cryptography, TCP/IP/network/wireless defense, endpoint baseline/update/log/malware procedure, authorized vulnerability assessment and contextual prioritization, threat intelligence, BIA/RTO/RPO/backups, event triage, chain of custody, escalation and incident communication. Three scenarios, eight safe labs and 36 checks are included. The primary snapshot monitors Cisco's stable exam landing-page baseline; dynamic detailed topics and the Cisco Public training PDF are separately health checked. No exploit target, recalled/live item, answer dump or copied course/book content is used. Blueprint SHA-256: 8c759c20e7564e89bf453d83dd80b60b78716c3c06790073e531065e5d891418.

200-301 coverage record

The September 29 deep review maps 53 detailed objectives. Mapped all53 current numbered objectives and supporting bullets from the actual four-page PDF; kept29 scheduledv2 objectives separate. Corrected DHCP/SNMP transition placement, clarified route installation/forwarding and LACP failover, added48 executed local checks and48 answers, and reconciled catalog evidence. Canonical objective/lifecycle digests unchanged; official price/language conflict retained. Eight device labs and independent human review remain pending. Current guide citations: 28 registered, 26 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 6, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: current CCNA v1.1 through February 2, 2027—Network Fundamentals (20%), Network Access (20%), IP Connectivity (25%), IP Services (10%), Security Fundamentals (15%), and Automation and Programmability (10%)—with the separately published v2.0 replacement beginning February 3
• Coverage evidence: guide sections 1–6, a complete v1.1 objective map including Layer 2 and routed Layer 3 LACP, security-program controls and REST authentication, explicit v2.0 transition table/callouts, three integrated network scenarios, eight authorized labs and 36 original checks
• Link evidence: 14 unique external guide URLs; 12 reachable, two automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: scheduled v2.0 launch and exam price; delivery, languages, recertification policy, IOS/controller/API/tool behavior, security guidance; simulator/platform access; and commercial revision, duration and practice material

The review maps every current v1.1 objective through requirement → packet/control-plane behavior → minimum configuration → verification output → likely fault → safe correction and rollback. It covers components/media/addressing/switching; VLANs/trunks/Layer 2 and routed Layer 3 LACP/Rapid PVST+/wireless; route selection, static routing, OSPFv2 and FHRP; NAT/NTP/DHCP/DNS/SNMP/syslog/QoS/SSH; awareness/training/physical controls, risk/access/VPN/ACL/Layer 2/wireless controls; and controllers/APIs/Basic/Bearer/API-key/OAuth boundaries/JSON/AI/Ansible/Terraform. Lab mappings match each stated purpose. The five-domain v2.0 map separately identifies its deeper troubleshooting/configuration plus OSPFv3, HSRP/VRRP status, DNS records, central AAA, SFTP/SCP, storm control, IPv6 RA Guard, agentic AI/prompting and Ansible execution. Cisco's checked pages still disagree: the dedicated exam page and central price table say USD 300 and English/Japanese, while the credential page says USD 400 and English only. The guide cites the conflict, uses the narrower exam page for planning, and requires checkout verification. Three scenarios, eight labs and 36 checks are included. Twelve links are reachable; O'Reilly and Udemy are automation-blocked; none are broken. No recalled/live item, answer dump, copied course material or unauthorized target is used. Blueprint SHA-256: 507885a84f0680df787cde210d2181632c549ce95c9581ad8b516143dd4d2ddc.

200-901 coverage record

The September 29 deep review maps 61 detailed objectives. Mapped all61 numbered objectives/supporting bullets from the actual three-page v1.1 PDF; retained official version/language conflicts and separated Associate rename from Professional redesign. Fixed false-string Boolean parsing, added67 executed Requests fixture checks and48 answers, clarified pagination/retry/NETCONF/RESTCONF/check-mode/build-secret boundaries and refreshed catalog evidence. Reviewed navigation-only monitor difference and preserved prior evidence. Eight infrastructure labs and independent human review remain pending. Current guide citations: 27 registered, 25 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: six-domain CCNAAUTO v1.1—Software Development and Design (15%), Understanding and Using APIs (20%), Cisco Platforms and Development (15%), Application Deployment and Security (15%), Infrastructure and Automation (20%), and Network Fundamentals (15%)
• Coverage evidence: guide sections 1–6, three integrated automation scenarios, eight authorized evidence labs and 46 original checks
• Link evidence: 11 unique external guide URLs; nine reachable, two automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: exam page v1.0 versus detailed/current-training v1.1 label; inconsistent first-party language listings; DevNet-era names/content; Cisco platform/API/SDK/model/product versions; sandbox availability; book release and provider revision/duration/practice access

The review maps every detailed v1.1 objective through intent → data/API contract → authentication/authorization → code/configuration → test → review → controlled execution → evidence → rollback. It covers XML/JSON/YAML/Python structures, TDD/methods/patterns/Git; REST/RPC/sync/async/webhooks/auth/HTTP diagnosis/Python requests; Cisco platform/SDK/DevNet-resource selection and YANG/NETCONF/RESTCONF; deployment/container/CI-CD/unit-test/Bash/DevOps/secret/data/web-risk controls; IaC/Ansible/Terraform/NSO/CML/pyATS plus Python/playbook/script/diff/sequence interpretation; and network paths, planes, services, ports, connectivity and application constraints. Three scenarios, eight labs and 46 checks are included. The guide explicitly reconciles the February 2026 DevNet-to-CCNA Automation rename, current first-party version-label mismatch and language-list mismatch. Nine URLs are reachable; O'Reilly and Udemy are automation-blocked; none are broken. No production target, exploit exercise, recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: b741522983500658e43c1a9a0200c142e4a626ff8d0ad8a01859f92d0670c60f.

SOL-C01 coverage record

The September 29 deep review maps 6 detailed objectives. Preserved six archived public abilities and frozen retired baseline; fully read actual two-page transition FAQ andfour-page trainingdatasheet. Updated currentPlatformcourse4h/30dayaccess,LegacyNotebookmigration,standardCHECKconstraints,COPYreplay/null handling,roleauthorization,cost/sharing andCortexaccess/bundle boundaries. Added45 executedlocalCSV/JSON/SQLitetransaction checks,42answers andeightconcretelabplans. NoSnowflakeaccount orcloudlabexecution;independenthumanreviewpending. Current guide citations: 26 registered, 25 reachable, 1 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: retired May 4, 2026; six preserved public abilities covering UI/notebooks, objects/stages/compute, structured/semi-structured/unstructured loading, roles/access, account structure, and Cortex LLM functions; no stable detailed weights are invented
• Coverage evidence: guide sections 1–6, three integrated scenarios, eight authorized evidence labs, 36 original checks, the frozen last official-page snapshot, and the current replacement/badge boundary
• Link evidence: seven unique external guide URLs; all seven reachable and zero missing/broken in dated source-health evidence
• Volatile boundaries: replacement course/assessment access, Snowflake product names/interfaces/roles/editions/limits, data-protection behavior, AI functions/models/regions/privileges/consumption, and commercial-course availability

The review preserves the former public SOL-C01 capability map while telling new learners not to buy a voucher or prepare for an unavailable attempt. It connects each ability to current architecture, compute and object context, validated/restartable loading, least-privilege role graphs, recovery/sharing boundaries, and evaluated Cortex use. Three scenarios, eight labs and 36 checks require observable evidence and cleanup. The official transition FAQ establishes the retirement, the free directly issued non-expiring Platform Skills Badge replacement, continued validity for existing holders, and the distinction between an educational badge and proctored SnowPro certification. The removed exam landing page remains only as a dated local snapshot; live objective monitoring skips retired records while source health checks all seven surviving URLs. No retired question bank, recalled item, dump or copied course material is used. Blueprint SHA-256: a930a723415ca1b8dfead2cf60a3d27b6c7eaf3d336fefc301421adee9123d57.

COF-C03 coverage record

The September 29 deep review maps seven public abilities; the detailed guide remains behind a request form. Mapped seven unchanged public abilities with explicit detailed-guide request boundary; fully read actual four-page prep datasheet (five areas,19 teaching bullets). Updated phased authentication,legacy notebooks,MERGE/stream/target-lag semantics,null/constraints,role/cost/share and fair performance evidence. Added24 executed SQLite/interval checks,48 original answers,eight proposed account labs and corrected public training durations/access limits. No Snowflake account execution;human review pending. Current guide citations: 31 registered, 29 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: active SnowPro Core with seven public abilities—AI Data Cloud architecture; account/warehouse management; loading/unloading/transformation; structured/semi-structured/unstructured data; performance; collaboration/protection; and connectivity—and a six-month experience recommendation
• Coverage evidence: guide sections 1–7, three integrated scenarios, eight authorized evidence labs, 40 original checks, and an explicit detailed-guide form/current-documentation reconciliation step
• Link evidence: ten unique external guide URLs; eight reachable, two automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: form-delivered detailed objectives; delivery, price, language, policy and renewal; editions/regions, objects/interfaces/integrations, AI, identity/governance, performance behavior and costs; provider revision/duration/practice access

The review maps every ability through requirement and context → feature or architecture choice → least-privilege implementation → observable history/profile/grant/result → cost/security/recovery consequence → cleanup. It covers layers, hierarchy, data/object forms and interfaces; account context, roles, authentication and warehouses; governed restartable load/unload/transformation; evidence-led query/compute optimization; sharing/listings/reader/clean-room and recovery/governance boundaries; plus secure diagnosable client/integration paths. Three scenarios, eight labs and 40 checks are included. The live page is the monitored public baseline; candidates must reconcile the detailed guide they receive through Snowflake's form because inaccessible subobjectives and weights are not reconstructed here. Eight links are reachable and O'Reilly on-demand plus Udemy are automation-blocked; none are broken. No recalled/live item, dump, guaranteed-pass source or copied course content is used. Blueprint SHA-256: fc6ba90a44c29eb3380a41bd9609357c29247bbe81be8003dcbe89ad71a8063c.

DEA-C02 coverage record

The September 29 deep review maps five public abilities; the detailed guide remains behind a request form. Mapped five unchanged public abilities and fully read actual five-page role-training datasheet without substituting it for a detailed exam blueprint. Updated Named/Elastic channel semantics,September15/24 releases,acknowledgement versus queryability,task overlap/versioning/retries and coordinated replication/replay. Added40 executed localCDC transaction checks,48 answers,eight proposed labs and current public catalog comparison. No live Snowflake execution;human review pending. Current guide citations: 30 registered, 28 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: active SnowPro Advanced: Data Engineer with five public abilities—source lake/API/on-premises data; transform/replicate/share across clouds; near-real-time streams; scalable data-engineering compute; and performance metrics—and a two-year production-experience recommendation
• Coverage evidence: guide sections 1–5, three production scenarios, eight authorized evidence labs, 40 original checks, and an explicit detailed-guide form/current-documentation reconciliation step
• Link evidence: ten unique external guide URLs; eight reachable, two automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: form-delivered detailed objectives; exam delivery/price/language/policy; pipeline/connectors/Openflow/Snowpipe Streaming/dynamic-table behavior; compute/serverless/replication/sharing/governance; metrics/views/costs; provider revision/access

The review maps every public ability through source and consumer contracts → identity/network/data path → deterministic state/checkpoint → validation/reconciliation → idempotent retry/replay → latency/quality/security/recovery/cost evidence. It distinguishes batch, file-event and row-stream ingestion; streams/tasks/dynamic tables; sharing versus movement and replication; scale-up versus scale-out and managed versus serverless compute; plus query/pipeline evidence, controlled optimization, DataOps delivery and incident recovery. Three scenarios, eight labs and 40 checks are included. The live page is the monitored baseline and the candidate must reconcile the form-delivered detailed guide; inaccessible weights/subobjectives are not reconstructed. Eight links are reachable and two O'Reilly books are automation-blocked; none are broken. No recalled/live item, dump, guaranteed-pass source or copied course content is used. Blueprint SHA-256: 5d27aac73433eb775a5d5b4ff7af013755ab26751154413fa84c363d200909c0.

GES-C02 coverage record

The September 29 deep review maps four unchanged public abilities; the detailed guide remains behind a request form. The actual five-page 26F15 training outline supports learning rather than detailed exam scope. Corrections cover Search access, agent identity/tool failures, parser returns, extraction scores and Registry/container lifecycle. The guide adds 43 executed local checks, 48 answered prompts, eight proposed cloud labs and a current catalog comparison. No Snowflake or model execution occurred; human review remains pending. Current guide citations: 31 registered, 29 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: active SnowPro Specialty: Gen AI with four public abilities—principles/capabilities/best practices; Cortex AI features/functions and LLM use cases; open-model fine-tuning through Snowpark Container Services and Model Registry; and document-processing pipelines—plus a one-year enterprise-experience recommendation
• Coverage evidence: guide sections 1–4, three production scenarios, eight authorized evidence labs, 40 original checks, and an explicit detailed-guide form/current-documentation reconciliation step
• Link evidence: 11 unique external guide URLs; all 11 reachable and zero missing/broken in dated source-health evidence
• Volatile boundaries: form-delivered detailed objectives; delivery, price, language and policy; models/functions/legacy names/regions/limits/consumption; Agent/Analyst/Search/Intelligence/Code/MCP behavior; SPCS instance/serving, Model Registry frameworks; document formats/limits; provider revision/access

The review maps every public ability through business decision/action and data authority → narrowest suitable surface → identity and least privilege → versioned prompt/context/retrieval/model/tool/document contract → component and system evaluation → observed quality/safety/latency/cost → containment, replay or rollback. It covers canonical and legacy Cortex function boundaries; RAG, semantic views, Agents and MCP trust; reproducible open-model tuning, image/service/compute-pool and Registry lifecycle; and staged parse/extract/chunk/index pipelines with provenance, deletion and idempotent replay. Three scenarios, eight labs and 40 checks are included. The live page is the monitored baseline and candidates must reconcile the form-delivered detailed guide; inaccessible weights/subobjectives are not reconstructed. All 11 URLs are reachable. No recalled/live item, dump, guaranteed-pass source or copied course content is used. Blueprint SHA-256: c6dcc5ab29e74f1ba7c2778039589727d42e249a5b732ff57bbbd323cf002a25.

CC coverage record

The September 29 deep review maps 19 detailed objectives. Mapped all 19 current numbered objectives; preserved the prior snapshots and historical evidence before accepting a testing-center wording change. Updated free-program closure, CAT/course policy, authentication, sanitization and current incident-response guidance. Added 34 executed local checks, 48 answered prompts and eight proposed labs. Four commercial catalogs remain blocked; human review and live security exercises are pending. Current guide citations: 22 registered, 18 reachable, 4 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026, one day after the new outline took effect
• Outcome: sources + objectives checked; human review pending
• Official scope: September 1, 2026 five-domain outline—Security Principles (24%), Security Governance (17.3%), IAM Concepts (20%), Networking and Cloud Security Concepts (21.3%), and Security Operations and Incident Response (17.3%)
• Coverage evidence: guide sections 1–5, three defensive scenarios, eight authorized evidence labs, 40 original checks and an explicit pre-September/current-outline gap boundary
• Link evidence: nine unique external guide URLs; five reachable, four automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: newly effective outline/AI guidance; CAT delivery, appointment language windows and policy; laws/frameworks/threats/crypto/Zero Trust/cloud/security-testing practice; training access/offers, commercial revision/duration/practice

The review maps all current domains and detailed topics through asset/business process → threat/vulnerability → likelihood/impact → selected administrative/technical/physical control → implementation owner → observable positive/negative evidence → authorized response/recovery. It covers CIA/AAA/privacy/ethics and risk; GRC/BC/DR/awareness/metrics; complete identity lifecycle and access models; packet/control/segmentation/Zero Trust/cloud responsibility; plus data/assets, event triage/intelligence, evidence-led response and authorized testing. AI examples remain integrated into ordinary security principles rather than treated as an unsourced extra domain. Three scenarios, eight labs and 40 checks are included. Five links are reachable; O'Reilly and Udemy are automation-blocked; none are broken. No recalled/live item, dump, exploit target or copied course content is used. Blueprint SHA-256: e78550c6ab0a65fb1dbff89436b7e7d72dfc575393ffd439c42929acf180aea4.

SSCP coverage record

The September 29 deep review maps 36 detailed objectives. Mapped36 current numbered objectives, preserved prior snapshots/history before accepting an editorial testing-center label change, and reconciled PDF/web and course-version differences. Added11 executed TLS cases,48 answered prompts and8 proposed infrastructure labs. Two commercial catalogs remain blocked; human review and infrastructure execution are pending. Current guide citations: 23 registered, 21 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: October 1, 2025 seven-domain outline—Security Concepts and Practices (16%), Access Controls (15%), Risk Identification, Monitoring and Analysis (15%), Incident Response and Recovery (14%), Cryptography (9%), Network and Communication Security (16%), and Systems and Application Security (15%)
• Coverage evidence: guide sections 1–7, three operational scenarios, eight authorized evidence labs, 40 original checks and an explicit exam-versus-certification boundary
• Link evidence: nine unique external guide URLs; eight reachable, one automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: CAT delivery and language availability; experience/waiver/Associate/endorsement/member/CPE/AMF policy; security standards, threats, cryptography, platforms and commercial training revision/access

The review maps all current objectives through asset and requirement → failure or threat → appropriate control → implementation owner → observable positive and negative evidence → authorized response, recovery and lessons learned. It covers governance and risk, identity lifecycle and access models, monitoring and vulnerability management, evidence-preserving incident response and resilience, cryptographic purpose/key lifecycle, network paths and segmentation, plus hardened systems and secure application operations. Three scenarios, eight safe labs and 40 checks are included. Seven URLs are reachable; O'Reilly and Udemy are automation-blocked; none are broken. The guide distinguishes passing the exam from experience, Associate status, endorsement, membership, ethics, the 60-CPE three-year cycle and current AMF. No recalled/live item, answer dump, unauthorized exploit target or copied course content is used. Blueprint SHA-256: 0d643f2af74b12b015f5607516ba3da57ea3192481c800c76963d2fc27f9875e.

CCSP coverage record

The September 29 deep review maps 38 detailed objectives. Mapped38 current objectives and preserved prior snapshots/history before accepting a testing-center label edit. Reconciled current FIPS/CSA transitions, course metadata and encryption/authorization boundaries. Added24 executed local checks,48 answered prompts and8 proposed infrastructure activities. Two commercial catalogs remain blocked; human review and infrastructure execution are pending. Current guide citations: 26 registered, 24 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026, after the August 1 revision took effect
• Outcome: sources + objectives checked; human review pending
• Official scope: August 1, 2026 six-domain outline—Cloud Concepts, Architecture and Design (17%), Cloud Data Security (20%), Cloud Platform and Infrastructure Security (17%), Cloud Application Security (16%), Cloud Security Operations (17%), and Legal, Risk and Compliance (13%)
• Coverage evidence: guide sections 1–6, three cloud scenarios, eight authorized evidence labs, 40 original checks and an explicit exam-versus-certification boundary
• Link evidence: ten unique external guide URLs; eight reachable, two automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: new outline and AI/ML/LLM/cloud-native material; CAT/language windows; experience/waiver/CISSP/Associate/endorsement/member/CPE/AMF policy; provider services/contracts, laws/standards/assurance and training revision/access

The review maps every objective through business/data obligation → service/deployment model and cloud roles → responsibility/trust boundary → control and contract dependency → positive/negative evidence → failure, response, recovery and tested exit. It covers reference architecture/provider evaluation and governed AI/ML; complete data lifecycle/storage/protection/rights/events; facility-to-management-plane risk/control/resilience; secure SDLC and cloud-native/API/supply-chain/IAM assurance; hardened operations, service management, SOC/forensics/response; plus jurisdiction/privacy, audit scope, enterprise/provider risk and enforceable contracts. Three scenarios, eight safe labs and 40 checks are included. Eight URLs are reachable; O'Reilly and Udemy are automation-blocked; none are broken. The guide distinguishes passing the exam from experience/waiver/CISSP substitution, Associate status, endorsement, ethics, the 90-CPE three-year cycle and current AMF. No recalled/live item, answer dump, unauthorized test or copied course content is used. Blueprint SHA-256: 9ee040484826df7b98700a44891301a9fc46fb76351c0a941221e6f5cf1b8288.

CISSP coverage record

The September 29 deep review maps 62 detailed objectives. Mapped 62 current objectives, preserved the prior baseline before accepting a testing-center label edit, and reviewed the 2026 waiver policy and current technical guidance. Added 23 executed local risk-register checks, 64 answered prompts and eight proposed infrastructure activities. Two commercial catalogs remain blocked; human review and infrastructure execution are pending. Current guide citations: 29 registered, 27 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: April 15, 2024 eight-domain outline—Security and Risk Management (16%), Asset Security (10%), Security Architecture and Engineering (13%), Communication and Network Security (13%), IAM (13%), Security Assessment and Testing (12%), Security Operations (13%), and Software Development Security (10%)
• Coverage evidence: guide sections 1–8, three cross-domain leadership scenarios, eight authorized evidence labs, 40 original checks and an explicit exam-versus-certification boundary
• Link evidence: 11 unique external guide URLs; ten reachable, one automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: two-plus-year baseline and embedded AI guidance; CAT/language windows; experience/waiver/Associate/endorsement/member/CPE/AMF policy; law/standards/threats/technology/provider/course revision and access

The review maps every objective through mission/stakeholders and ethics/law/policy → owned assets/data and threat/vulnerability → likelihood/impact/risk appetite → architecture/control/people choices → accountable decision → assessment and operational evidence → incident/recovery/continuity → improvement. It covers governance, investigations, risk, supply chain, personnel and awareness; asset/data lifecycle; secure models/architecture/crypto/facilities/system lifecycle; network paths/components/channels; human/device/workload/federated IAM; authorized risk-based assurance; investigations/monitoring/configuration/response/recovery/physical safety; and governed SDLC/ecosystem/acquisition/coding. AI assets and security activities are integrated across domains rather than invented as a ninth domain. Three scenarios, eight safe labs and 40 checks are included. Ten URLs are reachable and O'Reilly is automation-blocked; none are broken. The guide distinguishes passing the exam from experience/waiver, Associate status, endorsement, ethics, the 120-CPE three-year cycle and current AMF. No recalled/live item, answer dump, unauthorized test or copied course content is used. Blueprint SHA-256: 4b2491ad3b07a5d582a38e6c8dd3afd87e4861e26e2cadb58a67fc0bb9d8edb3.

NCA-GENL coverage record

The September 29 deep review maps 33 detailed objectives. Mapped 33 detailed current topic bullets and repaired the monitor for the redesigned preparation page while preserving earlier snapshots and review history. Added 23 executed NumPy checks, 40 answered prompts and eight proposed activities. Updated serving-version and learning-resource boundaries; one commercial catalog and five course metadata pages remain inaccessible. Human review and GPU/LLM execution are pending. Current guide citations: 22 registered, 21 reachable, 1 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: five weighted domains—Core Machine Learning and AI Knowledge (30%), Software Development (24%), Experimentation (22%), Data Analysis and Visualization (14%), and Trustworthy AI (10%)
• Coverage evidence: guide sections 1–5, three lifecycle scenarios, eight evidence labs, 40 original checks and an explicit 50-versus-50–60-question source discrepancy
• Link evidence: eight unique external guide URLs; seven reachable, one automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: exam question-count discrepancy; delivery/price/language/validity; fast-moving NVIDIA model, software and training catalog; third-party course revision/access

The review maps every public domain through authorized use case and success criteria → governed data → model, adaptation, retrieval and prompt decision → tested application contract → controlled experiment and error analysis → deployment, monitoring and rollback → privacy, safety, security, transparency and fairness evidence. It covers ML/training/inference and transformer foundations, Python/tensor/application integration, prompting/RAG and untrusted-output handling, split/leakage/metric/reproducibility discipline, data-quality and honest-visualization practice, plus system cards, guardrails, monitoring and escalation. Three scenarios, eight labs and 40 checks are included. Seven URLs are reachable and Udemy is automation-blocked; none are broken. No recalled/live item, dump or copied course content is used. Blueprint SHA-256: 220607c5f839a196b22d3211345d8fcd09128190fd7f21ffb6d4fd7d2c4bf5c7.

NCA-AIIO coverage record

The September 29 deep review maps 22 detailed objectives. Mapped all 22 unchanged objectives and the six-page study guide. Added 34 executed local telemetry and capacity checks, 40 answered prompts and eight proposed activities. Updated GPU sharing, field units and release-specific operations guidance. One commercial catalog is blocked and two course endpoints do not expose course details; checkout and hardware work remain pending. Current guide citations: 18 registered, 17 reachable, 1 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Essential AI Knowledge (38%), AI Infrastructure (40%), and AI Operations (22%)
• Coverage evidence: guide sections 1–3, three infrastructure scenarios, eight safe evidence labs, 40 original checks and an explicit first-party USD 125-versus-USD 135 price discrepancy
• Link evidence: eight unique external guide URLs; seven reachable, one automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: certification/learning-path price mismatch; hardware, supported topology, software and compatibility matrices; cloud services; course catalog/access; virtualization/licensing

The review maps all public objectives through workload requirement → CPU/GPU/memory and training/inference behavior → node/cluster topology → network/storage movement → facility constraints → supported software stack → scheduling/orchestration → correlated GPU/system/service evidence → safe change, recovery or escalation. It covers AI/ML/DL, accelerator/software roles, sizing and scaling, power/cooling, Ethernet/InfiniBand/RoCE/RDMA/DPU context, storage and deployment models, lifecycle and compatibility, Slurm/Kubernetes/GPU Operator, nvidia-smi/DCGM, diagnosis, passthrough/vGPU/MIG/time slicing, and operational governance. Three scenarios, eight labs and 40 checks are included. Seven URLs are reachable and Udemy is automation-blocked; none are broken. No recalled/live item, dump, unsafe production instruction or copied course content is used. Blueprint SHA-256: 11cca6a173f82698164dde31c281949bfe89a574be3b6979f77b9968f1746824.

NCP-AIO coverage record

The September 29 deep review maps 31 detailed objectives. Mapped all 31 unchanged canonical objectives, added 25 executed local rendering and accounting checks, and answered 48 readiness prompts. Updated BCM, Slurm, Run:ai and Kubernetes operational distinctions. The linked exam PDF conflicts with canonical scope and scoring guidance; two course endpoints and conflicting learning-path exam metadata also remain unresolved. Eight infrastructure activities and human review are pending. Current guide citations: 24 registered, 24 reachable, 0 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Installation and Deployment (31%), Administration (23%), Workload Management (23%), and Troubleshooting and Optimization (23%)
• Coverage evidence: guide sections 1–4, three cross-control-plane operations scenarios, eight authorized performance labs, 48 original checks and an explicit 30-question/three-integrated-lab/120-minute contract
• Link evidence: ten unique external guide URLs; all ten reachable, zero blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: exam lab image/tool versions; BCM/Mission Control/Run:ai/DOCA/GPU Operator interfaces; firmware/driver/CUDA/fabric/storage compatibility; professional training duration/price; policy and validity

The review maps every objective to confirm scope/impact/authorization/desired state → inspect the smallest useful layer and recent change → form a falsifiable hypothesis → safely discriminate → apply the narrowest reversible authorized correction → verify system/workload outcome → document, roll back or escalate. It covers BCM Base View/categories/images/users/network/patch/firmware/reporting, Mission Control and DPU Arm DOCA placement, Slurm/Kubernetes/Run:ai installation and administration, MIG, NGC training/inference deployment and team allocation, plus Docker, Fabric Manager, BCM, Magnum IO and storage diagnosis/optimization. Three scenarios, eight labs and 48 checks are included. All ten URLs are reachable. No recalled/live item, dump, unsafe production target or copied course content is used. Blueprint SHA-256: 5ae751ccfd49da6291f68a72d54a31199afb39b9374a3c081d4118be4bb28f9e.

SALESFORCE-PLATFORM-ADMINISTRATOR coverage record

The September 29 deep review maps 8 monitored domain statements. Mapped all eight unchanged monitored domain statements, reviewed the Help article supplement, answered 40 original prompts and executed 30 local CSV/SQLite/access checks. Corrected Flow rollback, permission muting, API68 context and verified-customer scoping distinctions. Help release labeling, unreadable booking/training routes, four commercial endpoints and independent human/live-org review remain limited or unresolved. Current guide citations: 20 registered, 18 reachable, 2 access-blocked, 0 missing/error. Reachability describes HTTP results; readable content and fallback limits are recorded separately. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: current eight-domain Trailhead baseline—Configuration and Setup (15%), Object Manager and Lightning App Builder (15%), Sales and Marketing Applications (10%), Service and Support Applications (10%), Productivity and Collaboration (10%), Data and Analytics Management (17%), Automation (15%), and Agentforce (8%)
• Coverage evidence: guide sections 1–8, three integrated administration scenarios, eight authorized evidence labs, 40 original checks and an explicit current-weights/stale-season-label reconciliation
• Link evidence: nine unique external guide URLs; seven reachable, two automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: seasonal exam version and objective detail; delivery, fees, passing score and language; editions/licenses/limits; Agentforce surfaces and terminology; learning-path revision/access; annual maintenance deadline

The review maps each domain through business requirement and data owner → license/persona and least privilege → declarative configuration → data/automation/UI dependency → deployment and representative-user test → operational evidence and rollback. It covers org/user/security setup, data models and Lightning pages, sales and service lifecycles, collaboration/mobile/extensions, controlled data operations and audience-correct analytics, bulk-safe Flow/approvals, and bounded Agentforce use. Three scenarios, eight labs and 40 checks are included. The December 15, 2025 refresh and stale Summer ’25 Help label are preserved. No recalled/live item, dump, shared superbadge solution or copied course content is used. Blueprint SHA-256: b2f9f40f925247562d8d19eed5ad7a33a4b5c10e03b705d2fe34ec88678b7c97.

SALESFORCE-PLATFORM-APP-BUILDER coverage record

The September 29 deep review maps 26 detailed objectives. Manually compared all26 substantive objectives and five weights, retaining baseline bytes with one disclosed editorial difference. Added40 answered prompts and28 executed local relationship,aggregation,transaction anddependency checks. Clarified derived-field visibility,Flow fault/lock behavior anddeployment status. Official maintenance wording conflicts;client-rendered monitoring,inaccessible training metadata,live org work andhuman review remain limited. Current guide citations: 23 registered, 21 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 7, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: corrected Summer ’26 baseline—Salesforce Fundamentals (18%), Data Modeling and Management (20%), Business Logic and Process Automation (32%), User Interface (17%), and App Deployment (13%)
• Coverage evidence: guide sections 1–5, three integrated application scenarios, eight authorized evidence labs, 40 original checks and an explicit August-refresh reconciliation
• Link evidence: 11 unique external guide URLs; ten reachable, one automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: seasonal objective/version changes; delivery, fees, passing score and language; editions/licenses/limits; Flow, Agentforce and UI surfaces; training revision/access; annual maintenance deadline

The review maps each public objective through business requirement and data owner → declarative/programmatic boundary → least privilege and data model → formulas, validation, Flow/approval and bounded agent action → persona/form-factor UI → versioned dependency-aware deployment → verification, monitoring and rollback evidence. It covers sharing and analytics, relationship and field consequences, controlled data movement, bulk-safe and observable automation, Lightning/mobile activation, sandboxes/change sets/packages and ALM. Three scenarios, eight labs and 40 checks are included. The prior blocked audit was caused by incorrect Help article 005389157; canonical 005298964 exposes the complete August 21 scope matching the snapshot. A Salesforce certification-team interview and independent ForceAcademy summary are clearly ranked below the blueprint, and no question-bank content was used. Ten URLs are reachable and one O'Reilly page is automation-blocked; none are broken. Blueprint SHA-256: 5365cb37f260db38aa6b4a306dd826258e3d85f058b8111352e56a065a965f14.

SALESFORCE-PLATFORM-DEVELOPER coverage record

The September 29 deep review maps 21 detailed objectives. Manually compared 21 unchanged objectives and the stated contract; added 40 answered prompts and 31 executed local bulk/transaction checks. Added API67 security-mode boundaries, corrected CSP/community advice and distinguished detailed trigger rules from an inconsistent release roundup. Automated source extraction, inaccessible course metadata, live Salesforce work and human review remain limited. Current guide citations: 23 registered, 21 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 7, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Developer Fundamentals (27%), Process Automation and Logic (28%), User Interface (25%), and Testing, Debugging, and Deployment (20%)
• Coverage evidence: guide sections 1–4, three integrated application scenarios, eight authorized evidence labs, 40 original checks and an explicit display-title/seasonal-label reconciliation
• Link evidence: 11 unique external guide URLs; ten reachable, one automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: official Help seasonal label versus current Trailhead emphasis; delivery, fees, passing score and language; governor limits/order of execution/tool syntax; Agentforce and UI surfaces; course revision/access; annual maintenance deadline

The review maps every public objective through requirement and data/access model → declarative/code boundary → limit-aware SOQL/SOSL/DML and bulk Apex → Flow/Apex ownership → secure LWC/Flow/Visualforce contract → deterministic testing and correlated diagnosis → source-driven promotion, verification and rollback. It covers multitenancy/MVC, formulas/rollups/external IDs, Apex constructs/control flow/classes/triggers/exceptions/order, UI/data-access threats, developer tools/environments, asynchronous monitoring and release evidence. Three scenarios, eight labs and 40 checks are included. Complete indexed official text confirms the snapshot while the Help Summer ’25/current Trailhead discrepancy remains explicit. A March 2026 Apex Hours LWC-security lab is community context, not scope. Ten URLs are reachable and O'Reilly is automation-blocked; none are broken. No recalled/live item, dump, shared superbadge solution or copied course content is used. Blueprint SHA-256: 4843c3b24a93a1c4da79e50db00e79c38fa5921c6127df89e37a6754c5cddbfe.

SALESFORCE-AGENTFORCE-SPECIALIST coverage record

The September 29 deep review maps 26 detailed objectives. Compared26 current objectives and archived the earlier paraphrased outline, preserving historical audits. Added40 answered prompts and35 optional local retrieval/evaluation/display/delegation checks. Clarified masking,Service/API identity,script transitions and Testing Center side effects; updated Legend duration to17h28 and maintenance evidence. Automated extraction,unverified earned-by cutoff,inaccessible metadata,live org work and human review remain limited. Current guide citations: 27 registered, 25 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 7, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Spring ’26 six-domain outline—Prompt Engineering (20%), Data 360 Fundamentals (20%), AI Agents (35%), Testing, Deployment, and Maintenance (10%), Governance and Observability (10%), and Multi-Agent Orchestration (5%)
• Coverage evidence: guide sections 1–6, three integrated agent scenarios, eight authorized evidence labs, 40 original checks, and an explicit exam-baseline-versus-weekly-product-change boundary
• Link evidence: 12 unique external guide URLs; 11 reachable, one automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: weekly Agentforce product changes versus Spring ’26 exam baseline; April 2026 subagent terminology; delivery, fees and languages; org/license availability; model, Builder, Data 360, channel, MCP/A2A and SOMA behavior; maintenance assignment/deadline; course revision/access

The review maps every public objective through approved use case and identity → governed source/chunk/index/retriever → bounded prompt/template → agent/subagent, hybrid reasoning and deterministic action contract → representative evaluation → dependency-aware promotion → correlated quality/safety/cost/business observability → rollback, incident response and improvement. It covers Prompt Builder types/access/grounding/activation/Trust Layer/model control; Data Libraries and retrieval evaluation; standard/custom subagents and actions, Agent Script, channels, execution context, Employee/Service agents and Agent API; Testing Center and lifecycle; governance and analytics; plus SOMA, MCP and A2A. Three scenarios, eight safe labs and 40 checks are included. Complete indexed official text confirms the Spring ’26 snapshot despite the simple-HTML wrapper. Salesforce Well-Architected guidance adds agent-identity and action-context practice, not scope. Eleven URLs are reachable and O’Reilly is automation-blocked; none are broken. No recalled/live item, answer dump, shared superbadge solution or copied course content is used. Blueprint SHA-256: e18e94e62ef0339b9c06f955ffd0b9d23f3ab7348e16bab214ba15f61b3e4e5b.

MONGODB-ASSOCIATE-DEVELOPER coverage record

The September 29 deep review maps 18 detailed objectives. Retained18 historical objective statements with the current enrolled body still unavailable. Added40 answered prompts,38 executed Python predictions and a syntax-checked unexecuted shell exercise. Clarified array/null/projection semantics,guarded reservation,replay,index anddriver contracts; reconciled catalog durations. Live database,policy/paid interiors,release availability andhuman review remain limited. Current guide citations: 30 registered, 28 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 7, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: MongoDB Overview and the Document Model (8%), CRUD (51%), Indexes (17%), Data Modeling (4%), Tools and Tooling (2%), and language-specific Drivers (18%)
• Coverage evidence: guide sections 1–6, three application scenarios, eight authorized evidence labs, 40 original checks, and an explicit selected-language/free-enrollment-guide boundary
• Link evidence: ten unique external guide URLs; eight reachable, two automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: no public exam-version label; C#/Java/Node.js/PHP/Python registration and driver versions; UI/tool names; server/Atlas/operator defaults and limits; exam delivery/policy; course revision/access

The review maps every domain through typed document contract → exact filter/options/update/projection and predicted result → atomicity/concurrency behavior → workload/model boundary → query-shaped index and explain evidence → shell/tool verification → selected official-driver syntax, pool, cursor, error and security behavior. It includes BSON, flexible shapes, array and embedded queries, replacement/operator/upsert/delete/find-and-modify, common aggregation, index costs, embedding/referencing, Atlas sample exploration, URIs and injection-resistant application construction. Three scenarios, eight safe labs and 40 checks are included. The public contract still renders, but the enrolled objective body could not be re-audited on September 7; the weights are explicitly retained as the September 2 evidence baseline. OWASP adds defensive practice, not scope. Eight URLs are reachable; O’Reilly and Udemy are automation-blocked; none are broken. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 7b8ee2749e9fe5f87fefc15268c82cd74a50ee45e682d1c6c83a552568fc25d6.

MONGODB-ASSOCIATE-DATA-MODELER coverage record

The September 29 deep review maps 15 detailed objectives. Mapped15 retained historical statements without claiming current objective confirmation. Added40 answered prompts,34 executed local predictions,three worked scenarios andeight proposed labs. Clarified skew,bounds,replay,validation,migration reconciliation,rollback,index evidence and conflicting exam/catalog measures. Live server,current objective body,paid interiors andhuman review remain pending. Current guide citations: 31 registered, 28 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 7, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Requirements Gathering (10%), Entities (13%), Relationships (8.5%), Workload/Usage (10%), Data Model Design (28%), Modeling for Technical Requirements (10%), Indexing (13%), and Monitoring and Evolving Data Models (7.5%)
• Coverage evidence: guide sections 1–8, three integrated scenarios, eight authorized evidence labs, 40 original readiness checks, and an explicit current-contract/free-enrollment-guide boundary
• Link evidence: 13 unique external guide URLs; ten reachable, three automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: current 75-question/110-minute landing page versus stale 70/105 course route; no public exam-version label; enrolled guide revision; August 2026 skill-badge/path alignment and discount; server/Atlas/query-engine/UI behavior; exam delivery, price and policy

The review maps all eight weighted domains through requirements and ownership, entity/relationship/cardinality analysis, measurable workloads, compared document models and patterns, technical constraints, query-shaped indexes, and observable compatible evolution. Three scenarios, eight safe labs and 40 original checks are included. The public contract renders, but the enrolled objective body could not be re-audited on September 7; the weights are explicitly retained as the September 2 evidence baseline. An older MongoDB technical article adds workload/model/index practice, not current scope. Ten URLs are reachable and three paid pages are automation-blocked; none are broken. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: e3b9632a8ab5b80cdb74a5ccd557cdc482917c1aca71f116b804b9fd6f92fd10.

MONGODB-ASSOCIATE-ATLAS-ADMINISTRATOR coverage record

The September 29 deep review maps 13 unweighted public learning-path skills; detailed exam objectives remain unavailable. Reconfirmed13public path skills while detailed current objectives remain unavailable. Added40 answered prompts,36 actual Python/SQLitechecks,threeworkedscenarios andeightproposedlabs. Clarifiedcontrol/dataaccess,pagination,poolbudgets,alerts,edition/KMS/backupboundaries andrecoveryidentity/timing; correctedrestorecommandguidance andcatalogdurations. LiveAtlas,detailedscope,paidinteriors andhumanreview remainpending. Current guide citations: 31 registered, 28 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 7, 2026
• Outcome: public sources + official learning-path scope checked; enrolled-objective reconciliation still required
• Official public scope: 13 current required path skills—MongoDB Overview; CRUD Operations; Fundamentals of Data Transformation; Indexing Design Fundamentals; Query Optimization; Sharding Strategies; Monitoring Tooling; Performance Tools and Techniques; Data Resilience: Atlas; Cluster Reliability; Secure MongoDB Atlas: AuthN and AuthZ; Networking Security: Atlas; and Encryption at Rest
• Coverage evidence: guide sections 1–7, three integrated scenarios, eight authorized evidence labs, 40 original readiness checks, and an explicit unweighted-public-path versus enrolled-detailed-guide boundary
• Link evidence: 13 unique external guide URLs; ten reachable, three automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: detailed objective weights behind free enrollment; live 70-question/95-minute contract versus stale two-hour path card; current 13-hour path versus superseded 11.5-hour v1; feature/tier/provider/region eligibility and limits; Atlas UI/CLI/API/IaC; identity/network/KMS/backup/monitoring behavior; exam policy and price

The review maps the complete current public 13-skill learning path as the available official learning-path scope through MongoDB operations and query evidence, Atlas topology and sharding, separated control/data-plane identities, layered network/encryption controls, observable performance diagnosis, tested resilience/recovery, and safe UI/CLI/API/IaC administration. Three scenarios, eight safe labs and 40 original checks are included. MongoDB gates the more detailed objective guide behind free enrollment, and its route could not be re-audited on September 7, so a maintainer must still reconcile it; no hidden weights are invented. AWS Prescriptive Guidance adds an explicitly AWS-specific architecture lab, not exam scope or a multi-cloud default. Ten URLs are reachable and three paid pages are automation-blocked; none are broken. No recalled/live item, answer dump or copied course content is used. Public-scope SHA-256: 7aa8a437967e8cbf16e95913b1aeb5854e8acff22fd223793292aa2774d6a273.

SERVICENOW-CSA coverage record

The September 29 deep review maps 30 detailed objectives. Mapped all30 current canonical subtopics with historical snapshot preservation, answered40 original prompts andexecuted34 localPython/SQLite checks. Addedthreeworkedscenarios/eightproposedlabs, correctedWelcomelink andcatalogboundaries, qualifiedACL/import/BusinessRule/update-setbehavior. Canonicalmainmanuallyverified; ACLwording/releasehistory,assignedmaintenance,liveinstanceandhumanreviewremainpending. Current guide citations: 30 registered, 27 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 7, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Platform Overview and Navigation (7%), Instance Configuration (10%), Configuring Applications for Collaboration (20%), Self Service and Automation (20%), Database Management and Platform Security (30%), and Data Migration and Integration (13%)
• Coverage evidence: guide sections 1–6, three integrated scenarios, eight authorized nonproduction labs, 40 original readiness checks, and explicit mainline-versus-delta and UI-visibility-versus-authorization boundaries
• Link evidence: 12 unique external guide URLs; ten reachable, two automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: twice-yearly release documentation and UI labels; course/entitlement/duration; PDI availability; Pearson/OnVUE policy, fee and language; registration window; conditional-result review; undisclosed cut score; yearly CMP and assigned annual delta

The review maps all six weighted domains through role-aware navigation and record context, supported instance change, collaborative lists/forms/tasks/analytics/notifications, governed knowledge/catalog/flow/Virtual Agent paths, controlled schema/import/CMDB/security design, and testable UI policies, Business Rules, scripting and update-set transport. Three scenarios, eight safe labs and 40 checks are included. Complete indexed KB0011554 text now confirms the snapshot, contract and maintenance boundary despite the simple-client loading shell. A user-authored community checklist is labeled as broad practice context only, not scope or exam-contract authority; its comments and arbitrary flashcard/mock links are excluded. Ten URLs are reachable and two are automation-blocked; none are broken. Only ServiceNow's official MeasureUp product is listed for exam-style questions. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 9a7543abda6dcc1af08f0fba350c382652ed41eac6a2de9599f7c80d223b99e9.

SERVICENOW-CAD coverage record

The September 29 deep review maps 22 detailed objectives. Mapped all 22 canonical subtopics, aligned stale snapshot/checklist weights while preserving history, answered 40 original prompts and executed 38 local JavaScript checks. Added three worked scenarios and eight proposed instance labs; clarified API/query authorization, pagination, replay, source control and test boundaries. Canonical main manually verified; contradictory ACL prose, live instance work, inaccessible interiors and human review remain pending. Current guide citations: 29 registered, 26 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

September 17, 2026 follow-up: The complete public blueprint was recovered in an unsigned browser. Domain 1 is 20% and domain 6 is 10%; the guide now reflects those weights, which agree with the official practice-bank distribution. The detailed tasks and public 60-question, 90-minute contract were inspected. The record below describes the earlier September 7 review and its historical snapshot; its access blocker and weight discrepancy were resolved by the exam validation check.

• Reviewed: September 7, 2026
• Outcome: sources + objectives checked; human review pending
• Official-scope evidence baseline: Designing and Creating an Application (15%), Application User Interface (20%), Security and Restricting Access (20%), Application Automation (20%), Working with External Data (10%), and Managing Applications (15%); current detailed vendor text is not deterministically auditable
• Coverage evidence: guide sections 1–6, three integrated application scenarios, eight authorized nonproduction labs, 40 original readiness checks, and explicit mainline/MeasureUp-weighting, client/server, visibility/authorization and lifecycle-tool boundaries
• Link evidence: 14 unique external guide URLs; 11 reachable, three automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: the official MeasureUp 20/20/20/20/10/10 practice-bank distribution versus the KB0011498 15/20/20/20/10/15 evidence baseline; twice-yearly release UI/API/tooling; dynamic course access/duration; PDI availability; Pearson policy/price/language; scoring review; annual delta and CMP

The review maps all six January 2026 evidence-baseline domains through requirement and platform-fit decisions, scoped data/application design, persona-tested client and server behavior, layered access and cross-scope security, idempotent declarative/scripted automation, reconciled CSV/Excel and REST integration, and controlled repository/Git/delegated-development delivery with tests and rollback. Three scenarios, eight safe labs and 40 checks are included. KB0011498 resolves but still exposes only its title to deterministic and indexed extraction, so its weights, tasks and contract remain blocked pending a fully rendered or static official source. Current official planning documentation and a ServiceNow employee-authored ACL article add bounded practice; a May community discussion is explicitly non-authoritative, and its rough percentages and third-party mock suggestions are excluded. The MeasureUp distribution remains a documented discrepancy, not a replacement blueprint. Eleven URLs are reachable and three are automation-blocked; none are broken. Only ServiceNow's official MeasureUp product is listed for exam-style questions. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: d0d60a1f5b77d3baa45857b05b7e01c67ab7f5afdbc53dc0558c660f244b21b0.

PANW-CYBERSECURITY-APPRENTICE coverage record

The September 29 deep review maps 39 detailed objectives. Mapped all 39 saved objective entries and the nested identity topics against the full current PDF; answered 40 original prompts and executed 43 local Python checks. Added three worked scenarios and eight proposed activities, refreshed the September handbook/FAQ and clarified fee, delivery, policy, telemetry and identity boundaries. Booking details, blocked resources, live infrastructure and human review remain pending. Current guide citations: 23 registered, 20 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Cybersecurity (16%), Network Fundamentals (16%), Network Security (14%), Endpoint Security (10%), Cloud Security (13%), Security Operations (13%), and Identity Security (18%)
• Coverage evidence: guide sections 1–7, three integrated security scenarios, eight authorized labs, 40 original readiness checks, and explicit vendor-neutral-concept-versus-product and published-versus-omitted-contract boundaries
• Link evidence: 12 unique external guide URLs; ten reachable, two automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: datasheet/version replacement; Pearson duration, item count and price; handbook, retake and renewal rules; product family names and capabilities; learning-path access and duration; cloud/provider features and standards

The review maps all seven May 2026 domains through threat, vulnerability, control and Zero Trust reasoning; packet and protocol flow; segmentation, inspection, secure transport and DLP; endpoint/IoT hardening and recovery; cloud responsibility and CI/CD; evidence-led SOC response; and identity, federation, PAM, PKI and secrets lifecycle. Three scenarios, eight safe labs and 40 checks are included. The public datasheet does not state base duration, item count or price, so the guide preserves those omissions and directs candidates to live Pearson registration. Ten links are reachable and two are automation-blocked; none are broken. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: fbd3b8491d4f5a04b8592653652089dcb6e1fe7f7e1948a974dd37469f1673b7.

NSE-4-FORTIOS coverage record

The September 29 deep review maps 18 detailed objectives. Mapped all 18 current tasks and 89 supporting details; preserved historical snapshots while recording 100 minutes and the undated 8.0 successor. Added 40 answered prompts, three worked scenarios, eight proposed device activities and 41 executed Python checks. Clarified VIP priority, NAT, HA, inspection, routing, identity and IPsec. Device, course and account access plus human review remain pending. Current guide citations: 37 registered, 34 reachable, 3 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Deployment and system configuration (20–25%), Firewall policies and authentication (20–25%), Content inspection (25–30%), Routing (10–15%), and VPNs (10–15%)
• Coverage evidence: guide sections 1–5, three integrated traffic scenarios, eight authorized FortiOS labs, 40 original readiness checks, and explicit current-NSE-versus-old-FCP and range-versus-false-normalization boundaries
• Link evidence: 14 unique external guide URLs; 12 reachable, two automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: FortiOS product/exam version; count/time/language/price and delivery; July 2026 transition terminology; model/license/feature availability; course naming/access/duration; firmware/upgrade path; FortiGuard, cloud and SASE behavior; renewal/recertification assessments

The review maps every current 7.6.0 task through management and recoverability, log/HA/resource/failure evidence, FortiGate VM/CNF and FortiSASE boundaries, first-match policy/session/NAT and LDAP/RADIUS/FSSO identity, flow/proxy and certificate/full inspection, web/application/AV/IPS controls, route and SD-WAN decisions, and complete redundant IPsec paths. Three scenarios, eight safe labs and 40 checks are included. The five published ranges are preserved as ranges; no artificial point distribution is invented. The old FCP/FortiGate Administrator wording is kept separate from the live NSE 4 FortiOS credential. Twelve links are reachable and two commercial pages are automation-blocked; none are broken. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 1b33e766a66667a35836c8bdc2632bd72c3489d5d265e3cf4fe52452c72cfc6f.

SPLK-5001 coverage record

The September 29 deep review maps 24 detailed objectives. Mapped all 24 public PDF objectives and clarified renewal eligibility, summary completeness, CIM semantics, entity boundaries and version-specific detection outputs. Added 40 answer notes, three worked scenarios, eight proposed activities, 49 executed Python checks and two unexecuted SPL examples. Course-stage names, account/lab access and human review remain pending. Current guide citations: 29 registered, 15 reachable, 14 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: The Cyber Landscape, Frameworks, and Standards (10%); Threat and Attack Types, Motivations, and Tactics (20%); Defenses, Data Sources, and SIEM Best Practices (20%); Investigation, Event Handling, Correlation, and Risk (20%); SPL and Efficient Searching (20%); Threat Hunting and Remediation (10%)
• Coverage evidence: guide sections 1–6, three integrated SOC scenarios, eight authorized labs, 40 original readiness checks, and explicit blueprint-era-versus-current-ES and publicly-visible-versus-course-gated boundaries
• Link evidence: 17 unique external guide URLs; 13 reachable, four automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: unversioned blueprint; ES notable/risk-event versus finding/intermediate-finding terminology; dashboards, navigation and SOAR pairing; course availability/duration; item/time/price/delivery and lifecycle policy; acceleration/source/schema state

The review maps all detailed objectives 1.1–6.4 through SOC roles, assurance, framework and risk reasoning; attacks, intelligence, TTPs and annotations; source selection, sourcetypes, CIM, data models, acceleration, assets and identities; reproducible investigation, disposition, dashboards and risk-based alerting; command semantics, early filtering and Job Inspector; and hypothesis-led hunting with reversible, approved response. Three scenarios, eight safe labs and 40 checks are included. The thin live track page is the monitored snapshot and the four-page PDF is registered as the full detailed authority. Blueprint-era terms are reconciled with current ES terminology. The five official investigation-stage labels are not reconstructed because the public course description confirms but does not enumerate them. Thirteen links are reachable and four are automation-blocked; none are broken. No recalled or live item, dump, guaranteed-match simulation or copied course content is used. Blueprint SHA-256: a2bd1aa1350f373525e5d2f66cfc38f7023f6b84cf9275f594421412fbd704f5.

CISA coverage record

The September 29 deep review maps 103 detailed objectives. Mapped 60 subtopics and 43 supporting tasks. Added 40 answer notes, three worked scenarios, eight proposed activities and 47 executed Python/SQLite checks including a disposable database backup/restore. Updated QAE location, ITAF edition and 2027 CPE distinctions; clarified evidence completeness, sampling and recovery. Gated standards/course contents, personal eligibility and human review remain pending. Current guide citations: 22 registered, 20 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Information Systems Auditing Process (18%), Governance and Management of IT (18%), Information Systems Acquisition, Development, and Implementation (12%), Information Systems Operations and Business Resilience (26%), and Protection of Information Assets (26%)
• Coverage evidence: guide sections 1–5, three integrated assurance scenarios, eight safe evidence labs, 40 original readiness checks, and explicit exam-pass-versus-certification and auditor-versus-management boundaries
• Link evidence: 14 unique external guide URLs; 13 reachable, one automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: outline/job-practice revision; price, delivery, identification and retake rules; experience waivers and application; standards and regulation; technology examples; preparation-product access; January 2027 CPE policy

The review maps every published CISA topic and supporting task through risk-based planning, sampling and reproducible evidence, finding and follow-up, enterprise governance and supplier assurance, controlled acquisition/development/release, operational control and dependency-aware recovery, and layered identity, infrastructure, data and incident protection. Three scenarios, eight labs and 40 checks are included. Passing the exam is not represented as holding CISA: the experience, application, ethics, audit-standards and CPE obligations are explicit. Thirteen URLs are reachable and O'Reilly is automation-blocked; none are broken. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 1b6d14e1c7adfd585869f75f8ea1fb822dcb73a696cabca5c6dc7e7c9ea9d25e.

CISM coverage record

The September 29 deep review maps 72 detailed objectives. Mapped 35 current subtopics and 37 supporting tasks. Corrected the November change with confirmed 18/20/33/29 weights and architecture additions; exact future tasks remain blocked. Added 40 answer notes, three worked scenarios, eight proposed activities and 47 executed management-workbook checks. Product-version ambiguity, paid interiors, personal eligibility and human review remain pending. Current guide citations: 19 registered, 15 reachable, 3 access-blocked, 1 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 7, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope through November 2: Information Security Governance (17%), Information Security Risk Management (20%), Information Security Program (33%), and Incident Management (30%)
• Coverage evidence: guide sections 1–4, three integrated management scenarios, eight safe labs, 40 original checks, and explicit risk-owner, manager-versus-operator and exam-pass-versus-designation boundaries
• Link evidence: 17 unique external guide URLs; 14 reachable, three automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: mandatory November 3, 2026 outline change; undisclosed replacement weights; preparation-material version; delivery/fee/retake rules; experience/application; technology/regulation; January 2027 CPE policy

The review maps all current domains and supporting tasks through accountable governance and strategy, scenario-led risk assessment and treatment, a complete people/process/technology/supplier program, and tested incident readiness, containment, recovery, communications and improvement. Three scenarios, eight labs and 40 checks are included. The guide does not invent the November outline: it remains explicitly usable only through November 2 unless reconciled after publication. An affiliated ISACA Ireland course supplies only a provisional architecture/strategy signal; NIST IR 8286 Rev. 1 and SP 800-61 Rev. 3 add transferable practice, not replacement scope. Fourteen URLs are reachable and two O'Reilly pages plus Udemy are automation-blocked; none are broken. Only ISACA resources are named as official item-style sources. Blueprint SHA-256: 4e9e04334324b59c3a0c64acb24760b722d7319b15ffa7ab7b81ec9c21cbff46.

CRISC coverage record

The September 29 deep review maps 68 detailed objectives. Mapped 44 canonical domain-list entries and 24 tasks, explaining the PDF heading/count difference. Added 40 answer notes, three worked scenarios, eight proposed activities and 52 executed schema, simulation and portfolio checks. Corrected the QAE pool to 833 and resource durations; qualified a NIST confidence-example inconsistency. Paid interiors, personal eligibility, organizational controls and human review remain pending. Current guide citations: 19 registered, 17 reachable, 2 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Governance (26%), Risk Assessment (22%), Risk Response and Reporting (32%), and Technology and Security (20%)
• Coverage evidence: guide sections 1–4, three integrated risk scenarios, eight safe labs, 40 original checks, and explicit risk-owner/control-owner/assurance and exam-pass/designation boundaries
• Link evidence: 12 unique external guide URLs; ten reachable, two automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: outline/job-practice revision; risk terminology and method choices; technology/threat/regulation; supplier and cloud responsibilities; exam delivery/fee/retake; experience/application; January 2027 CPE policy

The review maps every effective-2025 topic through aligned governance, risk appetite/tolerance and accountable roles; scenario identification, BIA and defensible analysis; owned response, control design/implementation/testing and decision-ready indicators; and technology architecture, operations, delivery, data, resilience, security and privacy implications. Three scenarios, eight labs and 40 checks are included. Ten URLs are reachable and O'Reilly/Udemy are automation-blocked; none are broken. Only ISACA resources are presented as official item-style sources. Blueprint SHA-256: 8a607e350fc322e463cf56ebad620f53e5c2826017f3235aab6f04baf97bd614.

PCEP-30-02 coverage record

The September 29 deep review maps 84 detailed objectives. Mapped 84 syllabus bullets across all 15 numbered objectives. Repaired failure-stage, Boolean-operand, copy, method-return and scope explanations; preserved and improved 40 answers. Four public code blocks passed 136 offline checks, including three worked scenarios. Refreshed course metadata and disclosed conflicting vendor counts/weights and practice-role instructions. Direct primary fetches, paid interiors, current exam rollout and human review remain qualified. Current guide citations: 25 registered, 18 reachable, 2 access-blocked, 5 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Computer Programming and Python Fundamentals (18%); Control Flow — Conditional Blocks and Loops (29%); Data Collections — Tuples, Dictionaries, Lists, and Strings (25%); Functions and Exceptions (28%)
• Coverage evidence: guide sections 1–4, three integrated programming scenarios, eight hands-on labs, 40 original readiness checks, and explicit aliasing/mutability, error/exception, current/future-version, and syllabus/practice-weight boundaries
• Link evidence: 12 canonical external guide URLs; ten reachable, two automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: PCEP-30-03 Q3 2026 release; active/purchasable exam version; credential validity; delivery, price, language and retake policy; Python runtime behavior; learning-product access/runtime; official practice-product weight discrepancy

The review maps every published PCEP-30-02 topic through source execution, lexis/syntax/semantics, literals and names, scalar types, conversions, operators and console I/O; precise conditional and loop tracing; list/tuple/dictionary/string operations and object aliasing; and function calls, scope, recursion, generation, exception hierarchy and propagation. Three scenarios, eight labs and 40 checks require prediction followed by execution and explanation. The detailed syllabus's 18/29/25/28 weights remain authoritative; the official practice product's 18/28/26/28 display is recorded as a discrepancy. PCEP-30-03 is not treated as current until the credential page says it is. Ten URLs are reachable and O'Reilly/Udemy are automation-blocked; none are broken. No recalled/live item, answer dump or copied paid-course question is used. Blueprint SHA-256: fc0a0b67b1f15a4430075b889978a82e162d98642f0b822768bc3796c322ca57.

CPE-20-01 coverage record

The September 29 deep review maps 26 detailed objectives. Mapped all 26 numbered objectives; repaired hosted-main arguments, integer remainder, whole-line input, pointer casts, vector capacity/lifetime and string sentinel explanations. Ten public C++ blocks compiled and ran with documented contexts; 67 workbook checks and 60 scenario checks passed on GCC 14.2 and Clang 19.1 remotely. Preserved/improved 40 original answers, completed three worked programs and refreshed resource metadata. Direct primary fetches, paid interiors, vendor copy errors and human review remain qualified. Current guide citations: 29 registered, 23 reachable, 2 access-blocked, 4 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Syntax, Literals, and Operators (28%); Flow Control and Functions (28%); Vectors and Pointers (24%); Structures and Strings (20%)
• Coverage evidence: guide sections 1–4, three integrated programming scenarios, eight hands-on labs, 40 original readiness checks, and explicit type/lifetime, reference/pointer, array/vector, raw/modern-ownership, and std::string/character-array boundaries
• Link evidence: 11 unique external guide URLs; nine reachable, two automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: active exam version; syllabus revision; language-standard assumptions; count/time/format/language/price/delivery and retake policy; credential validity; learning-product access/runtime

The review maps every published CPE-20-01 objective through translation and diagnostics, declarations/types/literals/conversions/operators and stream state; structured selection/iteration plus function declaration, return, parameter mechanisms and recursion; arrays, multidimensional data, vectors and data() invalidation, pointer validity, named-cast purpose and matching manual allocation; and structures, vectors of records, and owned strings. Three scenarios, eight labs and 40 original checks require prediction, compilation, testing and explanation. Raw new/delete are covered because the syllabus names them, while container/resource ownership is labeled as related practical context. Nine URLs are reachable and O'Reilly/Udemy are automation-blocked; none are broken. The objective monitor's Python transport encountered a local certificate-chain error even though the source-health client and browser fetched the official page; its exact public objective block was therefore preserved as the dated snapshot without changing the content. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: faf4501642933ecdc38efb270dda58a7db3a7c95a0028bda125b61544a34f60d.

JSE-40-01 coverage record

The September 29 deep review maps 30 detailed objectives. Mapped all 30 canonical scope bullets across six unweighted blocks, separating practice-kit percentages. Reviewed and improved all 40 original answers; eight public JavaScript blocks executed in Chrome, with 114 core checks also passing in Node, 109 scenario checks, 19 scenario and 16 introductory dialog cases, scope/timing probes and actual debugger state/source-repair evidence. Resource metadata, vendor copy errors, access limits and pending human review remain explicit. Current guide citations: 31 registered, 25 reachable, 2 access-blocked, 4 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Introduction to JavaScript and Computer Programming; Variables, Data Types, and Type Casting; Operators and User Interaction; Control Flow — Conditional Execution and Loops; Functions; Errors, Exceptions, Debugging, and Troubleshooting
• Coverage evidence: guide sections 1–6, three integrated browser scenarios, eight hands-on labs, 40 original readiness checks, and explicit core-language/host, conversion/validation, primitive/reference, for...in/for...of, synchronous/asynchronous-callback, and exception/logic-error boundaries
• Link evidence: 11 unique external guide URLs; nine reachable, two automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: active exam version; unweighted main scope versus official practice-kit distribution; count/time/format/language/price/delivery and retake policy; browser/runtime behavior; learning-product access/runtime and archived supporting content

The review maps every JSE-40-01 objective through browser/client/server execution; declaration, scope, shadowing and hoisting; primitive types, strings, arrays, record objects, aliases and conversion; operator semantics and dialog return values; selection and all named loop forms; declaration/expression/arrow functions, first-class values, recursion and timer callbacks; and the four named error types, handling, throwing and evidence-led debugging. Three scenarios, eight labs and 40 original checks require prediction, browser execution and explanation. The main scope remains the objective authority and publishes no weights; the 8/20/18/21/21/12 figures are explicitly attributed to the official JSE-40-01 practice kit's content distribution. Nine URLs are reachable and O'Reilly/Udemy are automation-blocked; none are broken. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 8e693613dc23a1fcc95ab41c1675897253aa341764d5d9127ff7fc48aeb29e46.

CLE-10-01 coverage record

The September 29 deep review maps 36 detailed objectives. Mapped all 36 numbered objectives, repaired numeric input overflow/prefix handling, explicit rounding, array-row bounds, ownership and string capacity. Reviewed/improved all 30 original answers. Eight complete public C programs executed remotely; GCC 14.2 and Clang 19.1 each passed 72 core and 118 scenario checks, plus nine sum-boundary checks on GCC. Paid/source access limits, incomplete vendor snippets and human review remain explicit. Current guide citations: 23 registered, 16 reachable, 2 access-blocked, 5 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Basic Concepts (13.25%); Data Types, Evaluations, and Basic I/O Operations (13.25%); Arithmetic, Logical, and Bitwise Operators (13.25%); Decision-Making Statements (13.25%); Loops (16.50%); Arrays, Pointers, and Memory Management (16.50%); String Manipulation (7%); Functions (7%)
• Coverage evidence: guide sections 1–8, three integrated C-programming scenarios, eight hands-on labs, 30 original readiness checks, and explicit translation-stage, type/conversion, input-validation, short-circuit/bitwise, array/pointer, storage-lifetime, string-capacity, and value/pointer-parameter boundaries
• Link evidence: 10 unique external guide URLs; seven reachable, three automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: active exam version; July 2025 syllabus baseline; implementation and language-standard behavior; count/time/format/language/price/delivery and retake policy; learning-product access and runtime

The review maps every CLE-10-01 objective through preprocessing, compilation, linking and runtime diagnosis; literals, numeral systems, declarations, types, conversions and formatted I/O; arithmetic, logical, bitwise and control-flow tracing; arrays, pointer validity, allocation ownership and object lifetime; null-terminated strings and capacity; and function declarations, definitions, returns and pointer parameters. Three scenarios, eight labs and 30 original checks require prediction, compilation, testing and explanation. Precise C terminology is used where the official syllabus is informal, and implementation or version-dependent behavior is not presented as portable fact. The SEI, O'Reilly and Udemy pages were automation-blocked rather than missing. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 24a914783ae6dd53544f35edc1e6fdae598a2998c7187d1d0008adf8c1703ec9.

PCAP-31-03 coverage record

The September 29 deep review maps 21 detailed objectives. Mapped all 21 numbered objectives and improved all 27 answers. Twelve exact public Python blocks executed, including a real seven-file report package, strict Unicode/checksum program and unique-ID sampler. CPython 3.13.14 passed 78 core and 98 additional scenario/language checks. Corrected import caching, sample identity, classification, exception flow, MRO and stream boundaries; provider duration updated to 58 hours. Source/policy conflicts, paid access and human review remain explicit. Current guide citations: 31 registered, 23 reachable, 1 access-blocked, 7 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Modules and Packages (12%); Exceptions (14%); Strings (18%); Object-Oriented Programming (34%); Comprehensions, Lambdas, Closures, and I/O (22%)
• Coverage evidence: guide sections 1–5, three integrated Python scenarios, ten hands-on labs, 27 original knowledge checks, and explicit import/binding, exception propagation, Unicode/encoding, class/instance, inheritance/composition, closure binding, and text/binary stream boundaries
• Link evidence: 11 unique external guide URLs; ten reachable, one automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: active PCAP-31-03 versus announced PCAP-31-04; March 2022 syllabus; current Python version versus tested outline; count/time/format/language/price/delivery, validity and retake policy; learning-product access/runtime

The review maps every PCAP-31-03 objective through explicit imports and package structure, the named math, random, and platform operations, exception matching and custom hierarchies, Unicode and all listed string methods, class/instance state, introspection, inheritance and polymorphism, comprehensions, functional tools, closure binding, and safe text/binary I/O. Three scenarios, ten labs and 27 original checks require prediction, implementation, boundary testing and explanation. PCAP-31-04 remains in development while the live page identifies PCAP-31-03 as current. An initially supplied practice-product URL returned 404 and was replaced with the verified live OpenEDG page before publication. O'Reilly was automation-blocked rather than missing. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 189719f136c042874d3fb6530214fa39ee69cc34f73f26675db41dd50e3eca85.

JSA-41-01 coverage record

The September 29 deep review maps 40 detailed objectives. Mapped all 40 numbered objectives and improved all 40 answer explanations. Seven exact public JavaScript blocks verified: 143 core and 84 catalog/normalization checks in both Node 24.18.1 and Chrome 154.0.8037.58, plus 36 real browser API/UI checks with intercepted synthetic responses and three introductory examples. Corrected descriptors, copying, sparse arrays, Unicode/date/JSON/regex boundaries and promise/cancellation contracts. Channel policy and inaccessible/paid content limits remain explicit; eight broader activities proposed. Current guide citations: 40 registered, 33 reachable, 2 access-blocked, 5 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Classless Objects (25%); Classes and Class-Based Approach (23%); Built-in Objects (27%); Advanced Functions (25%)
• Coverage evidence: guide sections 1–4, three integrated JavaScript scenarios, eight hands-on labs, 40 original readiness checks, and explicit identity/copy, own/inherited property, receiver, class/prototype, mutation, iteration, promise-settlement, HTTP-status, and event-loop boundaries
• Link evidence: 14 unique external guide URLs; 12 reachable, two automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: active exam version; September 2025 syllabus; runtime and host-API behavior; count/time/format/language/price/delivery; learning-product access/runtime

The review maps all 40 published objectives through classless object creation, property access/enumeration/configuration, shallow-copy and prototype reasoning; classes, inheritance, static members and constructor equivalence; every named built-in and collection; and parameter, closure, context, decorator, iterator, callback, promise, async/await, XHR and Fetch behavior. Three scenarios, eight labs and 40 original checks require prediction, implementation, boundary testing and explanation. O'Reilly and Udemy were automation-blocked rather than missing. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 00f65a3f8edeefdc02faacdef875af8d2535c1077cc8e932109c3d2709e75628.

WDE-40-01 coverage record

The September 29 deep review maps 40 detailed objectives. Mapped all 40 objectives and improved all 40 answers. Seven exact public code blocks verified, including three complete HTML pages: 54 core and 128 Chrome browser checks, two introductory examples and hash-checked extraction of eleven original assets. Three pages passed Nu validation with zero messages. Corrected form, ARIA/landmark, media, storage and policy boundaries; eight broader labs remain proposed. Current guide citations: 40 registered, 33 reachable, 2 access-blocked, 5 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: HTML Fundamentals (15%); Text Formatting and Structure (20%); Multimedia and Hyperlinks (20%); Forms and Styling (25%); Accessibility, Best Practices, and Modern HTML (20%)
• Coverage evidence: guide sections 1–5, three integrated web-page scenarios, eight hands-on labs, 40 original readiness checks, and explicit source/DOM, semantics/presentation, link/embed, client/server validation, native/ARIA, storage/permission, and automated/manual accessibility-testing boundaries
• Link evidence: 13 unique external guide URLs; 11 reachable, two automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: active exam version; September 2025 syllabus; count/time/format/language/price/delivery and practice-product code; browser/API behavior; WCAG version; learning-product access/runtime

The review maps all 40 objectives through a standards-mode skeleton, text and data-table semantics, accessible links and media, labelled constrained forms, foundational CSS and the box model, native semantics and synchronized ARIA, microdata, Geolocation, Web Storage, SVG, performance practice and layered accessibility testing. Three scenarios, eight labs and 40 original checks require building, validation and explanation. The live page's WDE-41-01 practice-product wording is flagged rather than treated as the active WDE-40-01 exam code. O'Reilly and Udemy were automation-blocked rather than missing. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 52a8efac1190c7d5b3e863705d0a0b7d4ea88ad72834aff4990051f21a9a7521.

WDA-41-01 coverage record

The September 29 deep review maps 40 detailed objectives. Mapped all 40 objectives and expanded all 40 answers. Fifteen exact public blocks and fourteen original assets verified: 42 CSS workbook checks, 90 Chrome harness checks, five zero-message Nu pages and two CSS3 validator passes. Actual Sass module compilation/source maps, Bootstrap rendering and bounded raw performance entries recorded. Ten broader labs remain proposed; official/access and human-review limits remain. Current guide citations: 46 registered, 36 reachable, 2 access-blocked, 8 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: HTML Fundamentals (25%); CSS Fundamentals (22.5%); Integrating HTML and CSS (25%); Responsive Web Design and Layout Techniques (12.5%); Accessibility, Usability, and Best Practices (15%)
• Coverage evidence: guide sections 1–5, three integrated production-page scenarios, ten hands-on labs, 40 original readiness checks, and explicit semantic/presentation, cascade/specificity, position/stacking, framework/standards, source/delivery, automated/manual testing, mobile-first, enhancement/fallback, performance/quality, and analytics/privacy boundaries
• Link evidence: 17 unique external guide URLs; 15 reachable, two automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: active exam version; September 2025 syllabus; contradictory official duration wording; browser/CSS/platform behavior; Core Web Vitals; delivery/price/practice; learning-product access/runtime

The review maps all 40 objectives through semantic HTML; CSS syntax, cascade, specificity, boxes, positioning, effects, framework and preprocessor concepts; style delivery, component construction, accessible forms and debugging; Flexbox, Grid, media queries, responsive assets and fallbacks; accessibility, usability, quality, SEO, performance and privacy-aware analytics. Three scenarios, ten labs and 40 original checks require construction, inspection, measurement, testing and explanation. The official page's 60-minute label versus approximately 65-minute exam text remains an explicit booking-time check. O'Reilly and Udemy were automation-blocked rather than missing. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 747cb21a7c881c08b2b1107feb22733528ec25faab300998abb8ac499af07c5d.

CLA-11-03 coverage record

The September 29 deep review maps 23 detailed objectives. Mapped all 23 objectives and expanded 30 answers. Fixed an undeclared allocation operand, unchecked signed addition, realloc lifetime/zero-size wording and ambiguous formatted-input failure handling. Five original C files plus CMake build passed remote GCC/Clang checks: 181 loader and 53 language checks on each, selected optimization/configuration/sanitizer variants, six diagnostic failures and preprocessing inspection. Resource/policy access limits and human review remain explicit. Current guide citations: 27 registered, 19 reachable, 2 access-blocked, 6 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Language and Structures (29%); Data Operations (38%); Control Flow (25%); Environment (8%)
• Coverage evidence: guide sections 1–4, three integrated multi-file C scenarios, eight hands-on labs, 30 original readiness checks, and explicit declaration/definition, scope/linkage/duration/lifetime, precedence/evaluation, pointer/range, allocation/ownership, macro/function, and parse/EOF/error boundaries
• Link evidence: 10 unique external guide URLs; seven reachable, three automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: active exam version; July 2025 syllabus; language-standard and implementation behavior; count/time/format/language/price/delivery; course access/runtime

The review maps all 21 objectives through lexical structure, declarations and definitions, arrays and structures, storage classes; conversions, side effects, pointers, allocation, scope, linkage and lifetime; control statements, loops and function contracts; preprocessing, conditional compilation and checked stream I/O. Three scenarios, eight labs and 30 original checks require prediction, compilation, diagnostics and explanation. SEI, O'Reilly and Udemy were automation-blocked rather than missing. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 3d7fc7742d22fe30306494be170081e0b38d81887ca0192d7b4ff6c9f10b2fd5.

CLP-12-01 coverage record

The September 29 deep review maps 29 detailed objectives. Mapped all 29 objectives and expanded 30 answers. Replaced incomplete variadic and descriptor fragments with five exact original C11 programs. Seventeen GCC/Clang workbook runs passed, including 31 language, 11 descriptor and 69 framing checks, ten 1,000-item batches per queue run, exact GMP arithmetic, three optimized variants and four address/undefined sanitizer runs. Seven dialect/header probes had the expected outcomes. ThreadSanitizer crashes, source and booking conflicts, broader labs and human review remain explicit. Current guide citations: 34 registered, 12 reachable, 1 access-blocked, 21 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Applied Evolution of C (14.5%); Variadic Functions and Macros (9%); Low-Level I/O (13%); Memory and String Handling (16%); Process and Thread Management (9%); Numerical Types and Computations (11%); Network Socket Programming (13%); Specialized Considerations (14.5%)
• Coverage evidence: guide sections 1–8, three integrated systems-programming scenarios, eight hands-on labs, 30 original readiness checks, and explicit ISO-C/platform, API/ABI, partial-I/O/message, object/value-representation, volatile/atomic, specification/implementation, and defined/unspecified/implementation-defined/undefined boundaries
• Link evidence: 10 unique external guide URLs; eight reachable, two automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: active exam version; C11-and-history blueprint versus later language standards; current POSIX and Windows documentation; count/time/format/language/price/delivery; course access/runtime

The review maps all 30 objectives through language evolution, variadic calls, low-level descriptors, memory/string/sort/search operations, processes and C11 threads, exceptional numeric behavior, socket framing and byte order, volatile, non-local jumps, sequencing, undefined behavior and complex declarations. Three scenarios, eight labs and 30 original checks require explicit language/platform labels, testing and explanation. SEI and O'Reilly were automation-blocked rather than missing. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: ca46317388e8217cdca5a716c497f3c1b715a76d371d2c79247e1cfe7d0d0603.

CPA-21-02 coverage record

The September 29 deep review maps 35 detailed objectives. Mapped all 35 objectives and expanded all 30 answers. Added six exact public workbook files, including a multi-file owner, language exercises and hierarchy tracing. Thirteen GCC/Clang workbook runs passed, including three optimized and three address/undefined sanitizer variants, plus a macro branch. Sixteen invalid-code probes were rejected and ten language-mode probes recorded. Source/booking conflicts, broader labs and human review remain explicit. Current guide citations: 36 registered, 31 reachable, 2 access-blocked, 3 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Types and Operators (24.5%); Control and Exceptions (18%); Functions and Preprocessor (17.5%); Pointers (11%); Classes and Namespaces (29%)
• Coverage evidence: guide sections 1–5, three integrated object-oriented C++ scenarios, eight hands-on labs, 30 original readiness checks, and explicit precedence/evaluation, reference/value, manual/RAII ownership, construction/assignment, static/dynamic type, override/overload, current/legacy-exception, and source-page consistency boundaries
• Link evidence: 11 unique external guide URLs; nine reachable, two automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: active CPA-21-02 versus retired 21-01; July 2025 syllabus; tested legacy throw() versus current standards; official course's CLA-21-02 field typo; count/time/format/language/price/delivery; course access/runtime

The review maps all 35 objectives through types, conversions, expressions, strings and aggregates; control transfers and exception unwinding; function overloads, parameters, recursion and macros; pointer ranges and allocation; and class invariants, special members, inheritance, dispatch, casts, friends, operators and namespaces. Three scenarios, eight labs and 30 original checks require prediction, compilation, diagnostics and explanation. O'Reilly and Udemy were automation-blocked rather than missing. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 3d25434609c18c0dc30b6225e052b44235407d3d6968a3125b30d2cd77a776e0.

CPP-22-02 coverage record

The September 29 deep review maps 34 detailed objectives. Mapped all 34 objectives and expanded all 30 answers. Seven exact public C++17 files passed sixteen hosted CMake runs, including four optimized and four address/undefined sanitizer variants. Sixteen invalid-code probes were rejected and four legacy ptr_fun mode probes recorded. Corrected for_each mutation, destination/invalidation/order/multiplicity/formatting contracts. Published arithmetic, eligibility/course/policy conflicts, access limits, broader labs and human review remain explicit. Current guide citations: 25 registered, 15 reachable, 2 access-blocked, 8 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: nine published blocks covering sequence/adaptor and associative containers; non-modifying, modifying, sorting/search, merge/set/min/max algorithms; function objects; advanced I/O; templates
• Coverage evidence: guide sections 1–9, three integrated generic-programming scenarios, ten hands-on labs, 30 original readiness checks, and explicit size/capacity, iterator/invalidation, logical/physical end, comparator/order, input/output range, persistent/one-shot format-state, deduction/conversion, and current/legacy feature boundaries
• Link evidence: 11 unique external guide URLs; nine reachable, two automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: active CPP-22-02; July 2025 page; official 40-question versus 32 counted-item and 107%-weight inconsistency; legacy ptr_fun; aligned course's CPP-22-01 label; count/time/format/language/price/delivery; course access/runtime

The review maps every named container, adapter, iterator, algorithm, callable, stream-formatting and template objective through preconditions, returned values, invalidation and runnable evidence. Three scenarios, ten labs and 30 original checks are included. The provider's internally inconsistent block counts and weights are preserved—not silently normalized—and its aligned course's stale version is explicit. A broken provisional Pluralsight path was rejected and replaced before publication. O'Reilly and Udemy were automation-blocked. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: c107cc84fb7b04ddebd32b529e9e319869dd8b9d8fb91748daeec025621b9776.

PCPP-32-101 coverage record

The September 29 deep review maps 24 detailed objectives. Mapped all 24 objectives and expanded all 23 answers. Five exact original Python files passed eight normal/optimized runs with 173 checks per mode plus selected Ruff rules. Added a withdrawn Tk desk integrating original HTTP/XML sources, a worker queue, SQLite, CSV, configuration and logging; corrected geometry, transactions, persistence and response boundaries. Five public course outlines total115 provider hours. Format/scoring/policy questions, access limits, broader labs and human review remain explicit. Current guide citations: 41 registered, 35 reachable, 1 access-blocked, 5 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 6, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Advanced Object-Oriented Programming (35%); Coding Conventions, Best Practices, and Standardization (12%); GUI Programming (20%); Network Programming (18%); File Processing and Communicating with the Environment (15%)
• Coverage evidence: guide sections 1–5, an integrated professional Python build, 12 correctly mapped hands-on labs, 23 original readiness checks, and explicit identity/value, built-in-subclass/composition/wrapper, decorator/metaclass, PEP/convention, event-loop/thread, socket/HTTP, transport/application-status, serialization/trust, and path/encoding boundaries
• Link evidence: 11 unique external guide URLs; ten reachable, one automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: active PCPP-32-101 versus in-development 32-102; March 2022 syllabus versus current Python; lifetime/current-version validity; count/time/format/language/price/delivery; no official practice test; course/runtime access

The review maps every named PCPP1 objective through advanced OOP, special methods, built-in subclassing, decorators, metaclasses and persistence; PEP 8/257 and documentation; Tkinter event-driven design; sockets, HTTP, REST, XML and JSON; and database, file, logging, configuration and environment modules. Twelve labs and 23 original checks require an integrated application and failure-path evidence. PCPP-32-102 remains separate in-development work with no published release date. O'Reilly was automation-blocked rather than missing. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: b36342ae9b7e21da6ba93845b94bfe42e1b72b2813c8f853e91e08c679637631.

PCED-30-02 coverage record

The September 29 deep review maps 40 detailed objectives. Mapped all40 objectives and expanded16 answers. Exact original Python workbook passes112 checks normally and optimized;17 synthetic CSV records reconcile to8 accepted, with immutable raw hash, conflict/missing/nonfinite/date policies, Python/NumPy spread agreement, sensitivity and correlation boundaries. Exported and AI-inspected a zero-based chart from its report using existing .NET. Corrected learning estimates and practice-product distinctions; access/redemption questions, public-dataset lab and human review remain explicit. Current guide citations: 39 registered, 31 reachable, 1 access-blocked, 7 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Introduction to Data and Data Analysis Concepts (22.5%); Python Basics for Data Analysis (32.5%); Working with Data and Performing Simple Analyses (32.5%); Communicating Insights and Reporting (12.5%)
• Coverage evidence: guide sections 1–4, an integrated source-to-report lab, 16 original readiness checks, and explicit collection/bias, privacy/anonymization, raw/clean, missing/invalid, sample/population, correlation/causation, outlier/error, and evidence/claim boundaries
• Link evidence: 9 unique external guide URLs; nine reachable, zero automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: active PCED-30-02 versus retired 30-01; July 2025 syllabus; exam logistics, cost, validity, delivery, official practice availability, course access and runtime

The review maps all four blocks through data concepts and ethics; Python core constructs; file, CSV and NumPy workflows; cleaning, descriptive statistics, exploratory analysis and outliers; and audience-aware visualization and reporting. The integrated lab preserves raw data and requires every claim to be traced to code and source evidence. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: d3b9a519347510e7f6564eb07ef2bbaebf8774f7d2bc61560f944717bc770d12.

PCAD-31-02 coverage record

The September 29 deep review maps 48 detailed objectives. Mapped all48 objectives and expanded18 answers. Exact original numerical/SQL/local-HTTP workbook passes86 checks normally and optimized; train-only preprocessing, held-out regression baselines, paired percentile resampling, join grain/NULL/foreign-key rollback and object ownership are explicit. Pandas3/plotting companion compiled and linted only because five optional packages are absent. Corrected learning estimates/product distinctions; nine broader labs, publisher conflicts and human review remain pending. Current guide citations: 47 registered, 36 reachable, 0 access-blocked, 11 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Data Acquisition and Pre-Processing (29.2%); Programming and Database Skills (33.3%); Statistical Analysis (8.3%); Data Analysis and Modeling (18.8%); Data Communication and Visualization (10.4%)
• Coverage evidence: guide sections 1–5, an integrated analysis portfolio lab, 20 original readiness checks, and explicit collection/permission, raw/clean, imputation/exclusion, parameter/data, descriptive/inferential, association/causation, validation/test, metric/decision, and evidence/claim boundaries
• Link evidence: 12 unique external guide URLs; all twelve reachable, zero automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: active PCAD-31-02 versus retired 31-01; July 2025 syllabus; in-development PD101 and PCPD; library versions; exam logistics, price, validity, official practice and course availability

The review maps every published block through data acquisition, integrity and preprocessing; Python, SQL, OOP and exception handling; statistics; Pandas and NumPy analysis; introductory models and evaluation; and visualization and reporting. The portfolio lab requires reproducible transformations, tests, figures and an executive summary. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 987bb1bd68b7df55fb008bb96de6a3b1b407c1d63c042e35437ab2eadd4532bf.

PCET-30-01 coverage record

The September 30 deep review maps 22 detailed objectives. Mapped all 22 objectives and expanded 17 answers. Three exact original Python files pass 25 test methods and 55 probe checks per normal/optimized mode: requirements, boundaries, doubles, toy state transitions, actual coverage/mutant evidence, finite refactoring, scripted pdb, assertion removal and isolated logging. Corrected learning entitlements and least-powerful-double guidance; publisher conflicts, inaccessible policy/PDF, absent Pylint/Flake8, ten broader labs and human review remain explicit. Current guide citations: 20 registered, 16 reachable, 1 access-blocked, 3 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Core Software Testing Concepts (17.1%); Software Testing Types, Levels, and Processes (22.9%); Static Analysis, Dynamic Testing, and Code Refactoring (28.6%); Debugging, Assertions, and Testing Techniques (31.4%)
• Coverage evidence: guide sections 1–4, an integrated requirements-to-report lab, original readiness checks, and explicit error/defect/failure, verification/validation, level/type, isolated/integrated, statement/decision, refactoring/behavior-change, assertion/validation, and expected/actual boundaries
• Link evidence: 7 unique external guide URLs; six reachable, one automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: official 30-01 header/alignment versus 30-02 introductory prose; December 2024 syllabus; exam logistics and price; official practice test still in development; course availability and runtime

The review maps all four blocks through testing foundations, test process and documentation, levels/types and doubles, reviews and static analysis, coverage, refactoring, debugging, assertions, unittest and test-design techniques. The provider's exam-code inconsistency is preserved rather than silently corrected. O'Reilly was automation-blocked. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 2ba098e2104bb457258687cdcd07afcc3a531ab146c27b0022a9bebb5d793aec.

PCAT-31-01 coverage record

The September 30 deep review maps 34 detailed objectives. Mapped all 34 objectives and expanded 17 answers. Four exact original files pass 25 application methods and 31 framework/TDD/coverage checks per normal/optimized mode, plus one CLI-selected method. Observed fixture cleanup, marker counts, order contamination, context/decorator/patch contracts, a red–green–refactor slice and a fully covered boundary defect are explicit. Corrected course entitlements and retained publisher/product/policy conflicts, twelve broader labs, real integrations and human review as limits. Current guide citations: 19 registered, 16 reachable, 0 access-blocked, 3 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Software Testing Essentials (16.7%); Test Automation and Code Refactoring (9.5%); Assertions, Context Managers, Decorators, and Python Methods (11.9%); Foundations of Unit Testing (28.6%); Advanced Unit Testing Techniques (26.2%); Test-Driven and Behavior-Driven Development (7.1%)
• Coverage evidence: guide sections 1–6, an integrated multi-module test suite, original readiness checks, and explicit principle/heuristic, automation/value, assertion/validation, unit/integration, mock/fake, patch/lookup, expected-failure/ignored-failure, TDD/after-the-fact, and BDD/UI boundaries
• Link evidence: 8 unique external guide URLs; all eight reachable, zero automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: active PCAT-31-01 and in-development 31-02; official 31-02/four-block introductory prose versus 31-01/six-block header/table; July 2024 syllabus; practice test in development; logistics, price and course access

The review maps every six-block objective through runnable unittest work, fixtures and discovery, assertions, parameterization, selection, mocks and patching, exception paths, refactoring, TDD and BDD. The provider's conflicting introductory text is preserved as a version warning. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: d93b7e4da42b76c0263e9ea2964b023f65d3aa2ac20d43384e0686e0dca7b724.

PCES-30-01 coverage record

The September 30 deep review maps 45 detailed objectives. Mapped all45 detailed objectives beneath19 historical topic headings and expanded17answers. Three exact original files pass30methods and21observation checks per normal/optimized mode. Owned loopback/child/SQLite/PDF and temporary byte-restore experiments expose trust,encoding,metadata andchecksum limits. Removed misidentified O'Reilly recommendation; distinguished NISTpassword guidance,scoped legal examples and absentnamedtools. Twelve broader labs,external integrations,fullPDF andhumanreview remain pending. Current guide citations: 35 registered, 27 reachable, 2 access-blocked, 6 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Security Essentials (22%); IT Systems Security (27%); Python for Security Operations (29%); Secure Development and Implementation in Python (22%)
• Coverage evidence: guide sections 1–4, an authorized local defensive-automation lab, original readiness checks, and explicit threat/risk, authentication/authorization, scan/attack, encoding/encryption, hash/integrity, secret/configuration, subprocess/shell, detection/response, and evidence/conclusion boundaries
• Link evidence: 10 unique external guide URLs; nine reachable, one automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: August 2025 syllabus; PCES practice tests still described as coming Q3/Q4 2026; PCAS described as coming Q4 2026; library versions, logistics, price and access

The review maps all four blocks through risk, system and network safeguards, identity and remote/cloud basics, authorized Python monitoring and automation, and secure implementation with named libraries. Labs are explicitly limited to owned or authorized systems. O'Reilly was automation-blocked. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 20acb805135538b41982013c936788e9324272472a840145161037a56ef6f38f.

PCEA-30-01 coverage record

• Current source reconciliation: October 29, 2026. The current official syllabus was rechecked online and still says ACTIVE, Last updated September 2, 2025, aligned with PCEA-30-01; the six blocks and 46 objectives are unchanged. Current link evidence is 29 unique URLs: 24 reachable, 1 access-blocked, 4 missing/error. The receipt supersedes the September 30 link-health snapshot because the shared Beautiful Soup documentation URL changed status in the October 29 global scan. This is a source-health reconciliation only; PCEA remains in the queue for a full content refresh.

The September 30 deep review maps 46 detailed objectives. Mapped all 46 objectives and expanded 18 answers. Three exact original files pass 25 methods and 23 observations per normal/optimized mode, including owned HTTP responses, strict data validation, idempotent one-file replacement and byte restore. Preserved beta status and corrected the unverified book recommendation. Full integrated lab, scheduler/notification integrations, full PDF and human review remain pending. Current guide citations: 29 registered, 23 reachable, 1 access-blocked, 5 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Fundamentals of Automation (13%); Basic Command-Line Automation with Python (19.5%); Logging and Monitoring Essentials (15%); Basic File and Data Automation (17.5%); Basic Web and API Automation (17.5%); Scheduling, Notifications, and Reporting (17.5%)
• Coverage evidence: guide sections 1–6, an integrated bounded-automation lab, original readiness checks, and explicit candidate/judgment, argument/configuration, stdout/stderr/log, source/backup, API/scrape, shell/argument-list, scheduled/overlapping, notification/incident, and run/report boundaries
• Link evidence: 8 unique external guide URLs; seven reachable, one automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: credential page says limited availability/small-market-trial/beta while syllabus says active; September 2025 syllabus; availability, objectives, scoring, policies, libraries and paid access

The review maps every beta objective through an automation that is safe to rerun, observable, configurable, recoverable and schedulable. The provider's status disagreement is shown prominently and availability must be verified before purchase. O'Reilly was automation-blocked. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 979e1a08fc3b397566e6549bae8cbfc70238b37d5652f54fadde55f1011c3598.

PCEI-30-01 coverage record

The September 30 deep review maps 33 detailed objectives. Mapped33objectives separately from36examitems and expanded20answers. Three exact original files pass21methods/20observations pernormal/optimizedmode for synthetic cleaning,training-only scaling,distances,metrics,NumPyaxes andone-neuron gradients. Fourthpandas/Matplotlibfile syntax/lintonly. Practice-release conflicts,fullPDF,framework/model/plot exercises,full12labs andhumanreview remainpending. Current guide citations: 25 registered, 17 reachable, 1 access-blocked, 7 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Artificial Intelligence Fundamentals (14%); Machine Learning Fundamentals (16.5%); Data Handling, Analysis, and Visualization (16.5%); Neural Networks, Deep Learning, and Generative AI (22.5%); Responsible AI, Ethics, and Critical Thinking (16.5%); AI Projects, Collaboration, and Communication (14%)
• Coverage evidence: guide sections 1–6, an integrated bounded-AI lab, original readiness checks, and explicit training/inference, feature/label, validation/test, association/causation, model/metric, capability/claim, prompt/evidence, fairness/equality, automation/accountability, and prototype/production boundaries
• Link evidence: 11 unique external guide URLs; ten reachable, one automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: December 2025 syllabus; objective 2.2's mismatched testing heading; past-due Q1 2026 PCAI/practice announcements and separate Q3/Q4 2026 practice pricing; library and course changes

The review maps every module through small auditable Python tasks and explicit problem, data, metric, limitation and human-decision evidence. The provider's mislabeled objective heading and unreconciled dated announcements are preserved as warnings. O'Reilly was automation-blocked. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: e5fdda2adf0c6e0b035be96b13269a63f7ca7aaf52183c123a3d2af3a9a1301e.

SPLUNK-CORE-USER coverage record

The September 30 deep review maps 40 detailed objectives. Mapped40objectives and reviewed40answers; clarifiedsort-before-dedup,missingkeys,sortcap andoriginalthree-eventpaperpredictions. EightSplunklabs explicitlyunexecuted because runtime/endpoint unavailable. Historicalcoursehours andunverifiedcommerciallisting qualified; UIpages,objectivehash,fullruntime andhumanreview remainnext-passwork. Current guide citations: 17 registered, 2 reachable, 2 access-blocked, 13 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Splunk Basics (5%); Basic Searching (22%); Using Fields in Searches (20%); Search Language Fundamentals (15%); Using Basic Transforming Commands (15%); Creating Reports and Dashboards (12%); Creating and Using Lookups (6%); Creating Scheduled Reports and Alerts (5%)
• Coverage evidence: guide sections 1–8, three integrated scenarios, safe hands-on labs, original readiness checks, and explicit event/index-time, filter/transform, lookup/join, schedule/time-window, report/dashboard, and alert/incident boundaries
• Link evidence: 14 unique external guide URLs; five reachable, nine automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: unversioned blueprint; SPL versus SPL2 availability; product UI and permissions; price, delivery and lifecycle policy; course availability and runtime

The review maps every detailed objective through a single evidence-led search-to-alert path. Learners must constrain data and time, interpret events and fields, explain each SPL stage, validate transformations and unmatched lookups, and preserve permissions and schedule semantics when sharing or alerting. The current public blueprint remains the authority; newer product features do not silently replace its classic SPL contract. Splunk Help, O'Reilly and Udemy endpoints were automation-blocked rather than missing. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 12b7fe480f890afd5f9bab87a17cd67eb1952d32720b92f86d57b9e5fae42c77.

SPLUNK-CORE-POWER-USER coverage record

The September 30 deep review maps 32 detailed objectives. Mapped 32 objectives and reviewed 40 answers. Clarified explicit-field fillnull, Boolean precedence, transaction boundaries, alias destination collisions and independent calculated fields with original paper examples. All eight Splunk labs remain unexecuted; unavailable UI/CIM sources, current training and human review are next-pass work. Current guide citations: 19 registered, 3 reachable, 2 access-blocked, 14 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Transforming Commands for Visualizations (5%); Filtering and Formatting Results (10%); Correlating Events (15%); Creating and Managing Fields (10%); Field Aliases and Calculated Fields (10%); Tags and Event Types (10%); Macros (10%); Workflow Actions (10%); Data Models (10%); Common Information Model Add-On (10%)
• Coverage evidence: guide sections 1–10, connected scenarios, safe labs, original checks, and explicit transaction/stats, search/where, field-alias/calculated-field, event-type/tag, private/shared and raw/CIM boundaries
• Link evidence: 14 unique external guide URLs; six reachable, eight automation-blocked, zero missing/broken in dated source-health evidence
• Volatile boundaries: unversioned blueprint; SPL versus SPL2; knowledge-object scope and permissions; CIM release; course availability; price, delivery and lifecycle policy

The review maps the full blueprint through searches whose transformations can be explained and reusable objects whose scope, ownership, permissions and dependencies can be inspected. The integrated work requires a two-sourcetype normalization path, equivalent correlation approaches and validation of both matched and unmatched data. Eight commercial or Splunk Help endpoints were automation-blocked rather than missing. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: e5715fa538ca2139d8472fd5aa4122ddf4651abe8f41794ddb6347760aa5f1d1.

SPLUNK-ADVANCED-POWER-USER coverage record

The September 30 deep review maps 104 detailed objectives. Mapped 104 objectives and reviewed 40 answers. Corrected 67/33 blueprint weights and 14 suggested courses; clarified tstats summary coverage, token escaping, hidden-panel searches, temporary-result repeatability, multivalue assumptions and transaction completeness. All ten Splunk labs remain unexecuted with explicit next-pass evidence requirements. Current guide citations: 17 registered, 3 reachable, 2 access-blocked, 12 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Exploring Statistical Commands (4%); Exploring eval Command Functions (4%); Exploring Lookups (4%); Exploring Alerts (4%); Advanced Field Creation and Management (4%); Working with Self-Describing Data and Files (3%); Advanced Search Macros (3%); Acceleration: Reports and Summary Indexing (4%); Acceleration: Data Models and tsidx Files (4%); Using Search Efficiently (4%); More Search Tuning (3%); Manipulating and Filtering Data (6%); Working with Multivalued Fields (7%); Using Advanced Transactions (5%); Working with Time (2%); Using Subsearches (6%); Creating a Prototype (4%); Using Forms (5%); Improving Performance (6%); Customizing Dashboards (6%); Adding Drilldowns (7%); Adding Advanced Behaviors and Visualizations (5%)
• Coverage evidence: guide sections 1–22, integrated scenarios, safe hands-on labs, original readiness checks, and explicit architecture, governance, performance and security boundaries where relevant
• Link evidence: 13 unique external guide URLs; 5 reachable, 8 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification status, blueprint revision, product behavior and terminology, course availability and exam logistics

The review maps every published objective group to applied evidence rather than memorized labels. Related items are explicitly separated from the blueprint contract, and commercial resources remain optional supplements. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 88bf95c61b865a715feb43849ff3ba24a64fff0218c4c17d8f7cd589b2232815.

SPLUNK-CLOUD-ADMIN coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Splunk Cloud Overview (5%); Index Management (5%); User Authentication and Authorization (5%); Splunk Configuration Files (5%); Getting Data in Cloud (15%); Forwarder Management (5%); Monitor Inputs (15%); Network and Other Inputs (10%); Fine-tuning Inputs (5%); Parsing Phase and Data Preview (10%); Manipulating Raw Data (10%); Installing and Managing Apps (5%); Working with Splunk Cloud Support (5%)
• Coverage evidence: guide sections 1–13, integrated scenarios, safe hands-on labs, original readiness checks, and explicit architecture, governance, performance and security boundaries where relevant
• Link evidence: 13 unique external guide URLs; 5 reachable, 8 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification status, blueprint revision, product behavior and terminology, course availability and exam logistics

The review maps every published objective group to applied evidence rather than memorized labels. Related items are explicitly separated from the blueprint contract, and commercial resources remain optional supplements. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: ef925e6aab94980171d47b8162c03c13e5c3800eabc87783f58807030e2b4955.

SPLUNK-ENTERPRISE-ADMIN coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Splunk Admin Basics (5%); License Management (5%); Splunk Configuration Files (5%); Splunk Indexes (10%); Splunk User Management (5%); Splunk Authentication Management (5%); Getting Data In (5%); Distributed Search (10%); Getting Data In – Staging (5%); Configuring Forwarders (5%); Forwarder Management (10%); Monitor Inputs (5%); Network and Scripted Inputs (5%); Agentless Inputs (5%); Fine Tuning Inputs (5%); Parsing Phase and Data (5%); Manipulating Raw Data (5%)
• Coverage evidence: guide sections 1–17, integrated scenarios, safe hands-on labs, original readiness checks, and explicit architecture, governance, performance and security boundaries where relevant
• Link evidence: 5 unique external guide URLs; 3 reachable, 2 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification status, blueprint revision, product behavior and terminology, course availability and exam logistics

The review maps every published objective group to applied evidence rather than memorized labels. Related items are explicitly separated from the blueprint contract, and commercial resources remain optional supplements. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 5d446f18d95406a4a21e6b7f3ead1530c6bd7b7faa89719d8ecaa3593c179c5c.

SPLUNK-ENTERPRISE-ARCHITECT coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Introduction (2%); Project Requirements (5%); Infrastructure Planning: Index Design (5%); Infrastructure Planning: Resource Planning (7%); Clustering Overview (5%); Forwarder and Deployment Best Practices (6%); Performance Monitoring and Tuning (5%); Splunk Troubleshooting Methods and Tools (5%); Clarifying the Problem (5%); Licensing and Crash Problems (5%); Configuration Problems (5%); Search Problems (5%); Deployment Problems (5%); Large-scale Splunk Deployment Overview (5%); Single-site Indexer Cluster (5%); Multisite Indexer Cluster (5%); Indexer Cluster Management and Administration (7%); Search Head Cluster (5%); Search Head Cluster Management and Administration (5%); KV Store Collection and Lookup Management (3%)
• Coverage evidence: guide sections 1–20, integrated scenarios, safe hands-on labs, original readiness checks, and explicit architecture, governance, performance and security boundaries
• Link evidence: 6 unique external guide URLs; 3 reachable, 3 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live status, blueprint revision, topology guidance, product terminology, course completion and exam logistics

The review maps every published objective group to applied evidence rather than memorized labels. Related items are explicitly separated from the blueprint contract. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 0c28e1dbc996a44c1bfad21e83bfcea0bd69645bbee8432a0a93e23262d102f4.

SPLUNK-CORE-CONSULTANT coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Deploying Splunk (5%); Monitoring Console (8%); Access and Roles (8%); Data Collection (15%); Indexing (14%); Search (14%); Configuration Management (8%); Indexer Clustering (18%); Search Head Clustering (10%)
• Coverage evidence: guide sections 1–9, integrated scenarios, safe hands-on labs, original readiness checks, and explicit architecture, governance, performance and security boundaries where relevant
• Link evidence: 6 unique external guide URLs; 3 reachable, 3 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification status, blueprint revision, product behavior and terminology, course availability and exam logistics

The review maps every published objective group to applied evidence rather than memorized labels. Related items are explicitly separated from the blueprint contract, and commercial resources remain optional supplements. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 4fe612b351b9c761b9032259a223155b6e4e3c3773d9edd2fac17d5b0731ea73.

SPLUNK-O11Y-METRICS-USER coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Get Metrics In with OpenTelemetry (10%); Metrics Concepts (15%); Monitor Using Built-in Content (10%); Introduction to Visualizing Metrics (15%); Introduction to Alerting on Metrics with Detectors (10%); Create Efficient Dashboards and Alerts (10%); Finding Insights Using Analytics (15%); Detectors for Common Use Cases (15%)
• Coverage evidence: guide sections 1–8, integrated scenarios, safe hands-on labs, original readiness checks, and explicit architecture, governance, performance and security boundaries where relevant
• Link evidence: 5 unique external guide URLs; 4 reachable, 1 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification status, blueprint revision, product behavior and terminology, course availability and exam logistics

The review maps every published objective group to applied evidence rather than memorized labels. Related items are explicitly separated from the blueprint contract, and commercial resources remain optional supplements. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 53592e027c6e076c752a7fdbda7be355bcc4cde7d02c379d87ff5bb0b85faa01.

SPLK-5002 coverage record

The September 30 deep review mapped all 19 detailed objectives (3/5/3/5/3) and checked all 40 original answer prompts. It added a synthetic detection worksheet, reconciled ES 8 finding terminology, recorded conflicting 8.5 output guidance, and qualified ES/SOAR pairing and playbook rollback by release. All twelve product labs are unexecuted. Current guide citations: 14 registered, 5 directly reachable, 9 automation-blocked, 0 broken; selected blocked documentation was readable through the indexed public reader. Earlier dates and counts below describe the historical source validation.

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Data Engineering (10%); Detection Engineering (40%); Building Effective Security Processes and Programs (20%); Automation and Efficiency (20%); Auditing and Reporting on Security Programs (10%)
• Coverage evidence: guide sections 1–5, integrated scenarios, safe hands-on labs, original readiness checks, and explicit architecture, governance, performance and security boundaries where relevant
• Link evidence: 7 unique external guide URLs; 5 reachable, 2 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification status, blueprint revision, product behavior and terminology, course availability and exam logistics

The review maps every published objective group to applied evidence rather than memorized labels. Related items are explicitly separated from the blueprint contract, and commercial resources remain optional supplements. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 8c0b091c2e53985d8ccfd27c19ff36fe4379d18e43fcdfb93c04a0847f18c751.

SPLK-5003 coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Advanced Threat Intelligence and Analysis (5%); Security Data Management (20%); Advanced Incident Response and Management (10%); Advanced Automation and Orchestration (10%); Scaling Cybersecurity Defenses and DevSecOps (15%); Governance, Risk, and Compliance (10%); Measuring and Improving Security Program Effectiveness (15%); Security Capability Selection, Placement, Configuration (15%)
• Coverage evidence: guide sections 1–8, integrated scenarios, safe hands-on labs, original readiness checks, and explicit architecture, governance, program, evidence and capability-placement boundaries
• Link evidence: 14 unique external guide URLs; 11 reachable, 3 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: publicly schedulable status after earlier beta messaging; blueprint revision; product and framework versions; course access and exam logistics

The review maps the architect blueprint through requirement-led designs, decision records, security-data and response architecture, safe automation, DevSecOps scale, governance and measurable program outcomes. The obsolete Lantern path was replaced with the working Security Use Cases collection. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 10121cd48a63fb12ca9073996c56aa52248a86bbcf124729f358798ba7331161.

PANW-CYBERSECURITY-PRACTITIONER coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Cybersecurity (19%); Network Security (19%); Secure Access (14%); Cloud Security (20%); Endpoint Security (15%); Security Operations (13%)
• Coverage evidence: guide sections 1–6, integrated scenarios, authorized labs, original readiness checks, and explicit product, architecture, governance and security boundaries
• Link evidence: 14 unique external guide URLs; 13 reachable, 1 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live status, datasheet revision, product packaging, learning-path access and exam logistics

The review maps every published domain to applied evidence. The stale Cortex Cloud path was replaced with the live official product index, and related items remain separate from the objective contract. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 600eac4ecbdddea9b5ce0e0dba159accac70b13b677dbcfdeaa0e19926dcd34b.

PANW-CLOUD-SECURITY-PROFESSIONAL coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Security Operations Center Fundamentals (10%); Cortex Fundamentals (15%); Cloud Posture Security (29%); Cloud Runtime Security (26%); Application Security (20%)
• Coverage evidence: guide sections 1–5, integrated scenarios, authorized labs, original checks, and explicit product, architecture, governance and security boundaries
• Link evidence: 12 unique external guide URLs; 11 reachable, 1 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live status, datasheet revision, Cortex Cloud packaging, learning access and exam logistics

The review maps every published domain to applied evidence. Reorganized Cortex Cloud documentation and the retired Microsoft Learn path were reconciled to current official surfaces. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 85d843c3d92c883b854add6b05c2bae20e18c18da44ce42d9f62ec7d9f8a89ae.

PANW-NETWORK-SECURITY-PROFESSIONAL coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Network Security Fundamentals (17%); NGFW and SASE Solution Functionality (13%); Platform Solutions, Services, and Tools (30%); NGFW and SASE Solution Maintenance and Configuration (10%); Infrastructure Management and CDSS (17%); Connectivity and Security (13%)
• Coverage evidence: guide sections 1–6, integrated scenarios, authorized labs, original readiness checks, and explicit product, architecture, governance and security boundaries
• Link evidence: 12 unique external guide URLs; 12 reachable, 0 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification status, datasheet revision, product behavior, tenant access, learning-path availability and exam logistics

The review maps every published domain to applied evidence and keeps related items separate from the objective contract. No unverified practice product is presented as authoritative. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 682be74c10edf47fb23e61e21cb7544cf34fa962a9926b3b5265758bb66c6483.

PANW-SECURITY-OPERATIONS-PROFESSIONAL coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Security Operations Fundamentals (25%); Threat Intelligence and Incident/Case Response (16%); Cortex XDR (23%); Cortex XSOAR (16%); Cortex XSIAM (20%)
• Coverage evidence: guide sections 1–5, integrated scenarios, authorized labs, original checks, and explicit product, operations, governance and security boundaries
• Link evidence: 12 unique external guide URLs; 11 reachable, 1 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live status, datasheet revision, Cortex packaging, tenant access, learning paths and exam logistics

The review maps every domain to applied evidence. The retired XSIAM path was replaced with the live Cortex documentation portal. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 4b118e221e1a6158afc9f749efc6e977b60f8e1a012f89efd5c512cdd2211acd.

PANW-NETWORK-SECURITY-ANALYST coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Object Configuration Creation and Application (30%); Policy Creation and Application (30%); Management and Operations (26%); Troubleshooting (14%)
• Coverage evidence: guide sections 1–4, integrated scenarios, authorized labs, original readiness checks, and explicit product, architecture, governance and security boundaries
• Link evidence: 10 unique external guide URLs; 10 reachable, 0 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification status, datasheet revision, product behavior and terminology, tenant access, learning availability and exam logistics

The review maps every published domain to applied evidence and keeps related items separate from the objective contract. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 10b40a968bc62f35505e71b5972b161cedebdc723bf0f12bd31a90942d657ece.

PANW-XSIAM-ANALYST coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Alerting and Detection Processes (19%); Incident Handling and Response (20%); Automation and Playbooks (15%); Data Analysis with XQL (14%); Endpoint Security Management (12%); Threat Intelligence Management and ASM (20%)
• Coverage evidence: guide sections 1–6, integrated scenarios, authorized labs, original readiness checks, and explicit product, architecture, governance and security boundaries
• Link evidence: 11 unique external guide URLs; 10 reachable, 1 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification status, datasheet revision, product behavior and terminology, tenant access, learning availability and exam logistics

The review maps every published domain to applied evidence and keeps related items separate from the objective contract. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: c1f175c79813c8b994e1a1d61270ef393a4162a9e9b0f674399d5b7969c80137.

PANW-XDR-ANALYST coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Alerting and Detection Processes (23%); Incident Handling and Response (34%); Data Analysis (28%); Endpoint Security Management (15%)
• Coverage evidence: guide sections 1–4, integrated scenarios, authorized labs, original readiness checks, and explicit product, architecture, governance and security boundaries
• Link evidence: 10 unique external guide URLs; 9 reachable, 1 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification status, datasheet revision, product behavior and terminology, tenant access, learning availability and exam logistics

The review maps every published domain to applied evidence and keeps related items separate from the objective contract. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 3c06e6862b0b7301795c65038b2313ba160aea3d244bef736cb252585ee42f44.

PANW-CLOUD-SECURITY-ENGINEER coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Planning and Installation (12%); Integration (16%); Posture Security (22%); Runtime Security (18%); Application Security (16%); Troubleshooting (16%)
• Coverage evidence: guide sections 1–6, integrated scenarios, authorized labs, original readiness checks, and explicit product, architecture, governance and security boundaries
• Link evidence: 26 unique external guide URLs; 25 reachable, 1 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification status, datasheet revision, product behavior and terminology, tenant access, learning availability and exam logistics

The review maps every published domain to applied evidence and keeps related items separate from the objective contract. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 8a226a5c7f86018cb4d6767ded061b772eeabe8c0bcff84e9fb4371970f8f0d1.

PANW-NGFW-ENGINEER coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: PAN-OS Networking Configuration (40%); PAN-OS Device Setting Configuration (40%); Integration and Automation (20%)
• Coverage evidence: guide sections 1–3, integrated scenarios, authorized labs, original readiness checks, and explicit product, architecture, governance and security boundaries
• Link evidence: 15 unique external guide URLs; 14 reachable, 1 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification status, datasheet revision, product behavior and terminology, tenant access, learning availability and exam logistics

The review maps every published domain to applied evidence and keeps related items separate from the objective contract. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: e6d1470d49b1d63602c5021bf347751e6b64443817cdda1e9700bd4a10486806.

PANW-SD-WAN-ENGINEER coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Planning and Design (24%); Deployment and Configuration (24%); Operations and Monitoring (18%); Unified SASE (14%); Troubleshooting (20%)
• Coverage evidence: guide sections 1–5, integrated scenarios, authorized labs, original readiness checks, and explicit product, architecture, governance and security boundaries
• Link evidence: 13 unique external guide URLs; 12 reachable, 1 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification status, datasheet revision, product behavior and terminology, tenant access, learning availability and exam logistics

The review maps every published domain to applied evidence and keeps related items separate from the objective contract. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 4975bd40c58863097d6c0a49ff6a56601f4351ce8b0f44c0b6b1e41a5a1bf123.

PANW-SSE-ENGINEER coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Prisma Access Planning and Deployment (22%); Prisma Access Services (22%); Prisma Browser (22%); Prisma Access Administration and Operation (16%); Prisma Access Troubleshooting (18%)
• Coverage evidence: guide sections 1–5, integrated scenarios, authorized labs, original readiness checks, and explicit product, architecture, governance and security boundaries
• Link evidence: 14 unique external guide URLs; 13 reachable, 1 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification status, datasheet revision, product behavior and terminology, tenant access, learning availability and exam logistics

The review maps every published domain to applied evidence and keeps related items separate from the objective contract. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 3bdbefeb8ab8230ee70c124ad888afdde4739714b7f11f5e53d5ee446597e722.

PANW-XDR-ENGINEER coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Planning and Installation (14%); Cortex XDR Agent Configuration (22%); Ingestion and Automation (22%); Detection and Reporting (22%); Maintenance and Troubleshooting (20%)
• Coverage evidence: guide sections 1–5, integrated scenarios, authorized labs, original readiness checks, and explicit product, architecture, governance and security boundaries
• Link evidence: 12 unique external guide URLs; 11 reachable, 1 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification status, datasheet revision, product behavior and terminology, tenant access, learning availability and exam logistics

The review maps every published domain to applied evidence and keeps related items separate from the objective contract. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 12d92e0024c93b533cecb01a55b53e8e5c667ec75b2fbbeca2db183b75451a26.

PANW-XSIAM-ENGINEER coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Planning and Installation (22%); Integration and Automation (30%); Content Optimization (24%); Maintenance and Troubleshooting (24%)
• Coverage evidence: guide sections 1–4, integrated scenarios, authorized labs, original readiness checks, and explicit product, architecture, governance and security boundaries
• Link evidence: 17 unique external guide URLs; 16 reachable, 1 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification status, datasheet revision, product behavior and terminology, tenant access, learning availability and exam logistics

The review maps every published domain to applied evidence and keeps related items separate from the objective contract. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 01fcfc3a45ecdf45cdd41d9dfa6e33f6d30360991d2be20807fe2d9fcf6130ca.

PANW-XSOAR-ENGINEER coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Planning, Installation, and Maintenance (14%); Use Case Planning and Development (22%); Playbook Development (30%); Incident Interactions and Reporting (16%); Threat Intelligence Management (18%)
• Coverage evidence: guide sections 1–5, integrated scenarios, authorized labs, original readiness checks, and explicit product, architecture, governance and security boundaries
• Link evidence: 17 unique external guide URLs; 16 reachable, 1 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification status, datasheet revision, product behavior and terminology, tenant access, learning availability and exam logistics

The review maps every published domain to applied evidence and keeps related items separate from the objective contract. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 43a17a64086c63ac3a769b6279b2c31cb3eec4e85f69fe62f8f88dae4a8c504c.

PANW-NETWORK-SECURITY-ARCHITECT coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Zero Trust Enterprise (8%); AI Security (11%); Centralized Management and IAM (13%); SSE Private Application Access (11%); Mobile User Security (7%); Modernizing Branches (11%); Data Security (7%); Securing IoT Environments (11%); Public Cloud (11%); Private Cloud (PA-Series, VM-Series, Hypervisors) (10%)
• Coverage evidence: guide sections 1–10, integrated scenarios, authorized labs, original readiness checks, and explicit product, architecture, governance and security boundaries
• Link evidence: 28 unique external guide URLs; 26 reachable, 2 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification status, datasheet revision, product behavior and terminology, tenant access, learning availability and exam logistics

The review maps every published domain to applied evidence and keeps related items separate from the objective contract. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 28444ec9fc48dbee66d43c27ab1d3c60bc56ab51b323e887152a18b21306eda2.

PANW-SECURITY-OPERATIONS-ARCHITECT coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Business Alignment and Strategy (22%); Platform and Data Architecture (49%); Automation and Detection Strategy (29%)
• Coverage evidence: guide sections 1–3, integrated scenarios, authorized labs, original readiness checks, and explicit product, architecture, governance and security boundaries
• Link evidence: 22 unique external guide URLs; 20 reachable, 2 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification status, datasheet revision, product behavior and terminology, tenant access, learning availability and exam logistics

The review maps every published domain to applied evidence and keeps related items separate from the objective contract. No recalled/live item, answer dump or copied course content is used. Blueprint SHA-256: 1b4c3dc91c145dd25409e6ddef72d2580f6b964f3b1dd6dab4136e728788c4e5.

NSE-7-SECURE-NETWORKING coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: System configuration and SD-WAN setup (20–30%); Central management (15–25%); Security profiles (5–15%); Rules and routing (25–35%); Advanced IPsec (25–35%)
• Coverage evidence: guide sections 1–5, scenarios, authorized labs, original checks, and explicit architecture, governance, operational, and security boundaries
• Link evidence: 8 unique external guide URLs; 8 reachable, 0 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification requirements, product versions, course availability, delivery, and renewal rules

The review maps published scope without inventing unpublished weights or hidden objectives. Related items remain separate from the provider contract. Blueprint SHA-256: efd3f0187c4e4561e7eef93b46cfa08fe8082fe5261beff0e9e763c85bda60ca.

NSE-7-SASE coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: SD-WAN architecture and deployment (10–20%); SD-WAN traffic control and IPsec (20–30%); FortiSASE architecture and integration (15–25%); FortiSASE deployment and secure access (20–30%); Centralized management, visibility and troubleshooting (10–20%)
• Coverage evidence: guide sections 1–5, scenarios, authorized labs, original checks, and explicit architecture, governance, operational, and security boundaries
• Link evidence: 9 unique external guide URLs; 9 reachable, 0 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification requirements, product versions, course availability, delivery, and renewal rules

The review maps published scope without inventing unpublished weights or hidden objectives. Related items remain separate from the provider contract. Blueprint SHA-256: d16c69aa3a18263d75937cc625556bbd11a697b6bf12d7d70906adac4f181a68.

NSE-7-CLOUD-SECURITY coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Security solutions deployment; Automation tools; Cloud infrastructure monitoring; Troubleshooting
• Coverage evidence: guide sections 1–4, scenarios, authorized labs, original checks, and explicit architecture, governance, operational, and security boundaries
• Link evidence: 11 unique external guide URLs; 11 reachable, 0 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification requirements, product versions, course availability, delivery, and renewal rules

The review maps published scope without inventing unpublished weights or hidden objectives. Related items remain separate from the provider contract. Blueprint SHA-256: 22927de9215a1c05ce16cec640852c25dc4d17a071a791dcd2c5a87ff1d3ba72.

NSE-7-SECURITY-OPERATIONS coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: SOC Concepts and Frameworks; Detection Capabilities; SOAR Incident Handling and Threat Hunting; SOAR Playbook Development
• Coverage evidence: guide sections 1–4, scenarios, authorized labs, original checks, and explicit architecture, governance, operational, and security boundaries
• Link evidence: 9 unique external guide URLs; 9 reachable, 0 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification requirements, product versions, course availability, delivery, and renewal rules

The review maps published scope without inventing unpublished weights or hidden objectives. Related items remain separate from the provider contract. Blueprint SHA-256: 8eff12fa2587ffee934184ef4a675da3458ab62158286a2537edba75e286e39c.

NSE-8 coverage record

• Reviewed: September 6, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Infrastructure (27%); Networking (40%); Authentication (14%); Fortinet Security Fabric (19%); Secure SD-WAN (25%); Endpoint Security (20%); Threat Mitigation (30%); Enterprise Networking (25%); Email Security (27%); Application Delivery (44%); Threat Detection (12%); Infrastructure (17%); Automation (23%); Analytics and Reporting (26%); Threat Handling (29%); Infrastructure (22%)
• Coverage evidence: Parts I–IV map the Core Practical and three announced elective blueprints; all 16 groups include decision, configuration, validation, troubleshooting, and failure-path depth, while integrated scenarios, ten safe labs, and 53 original checks connect the domains without implying that the not-yet-released electives can already be taken
• Link evidence: 19 unique external guide URLs; 19 reachable, 0 automation-blocked, 0 missing/broken in dated source-health evidence; five shared-source associations were repaired, FortiSandbox 5.2 and versioned MSSP SD-WAN documentation were added, and credential-level pathway/renewal evidence is kept separate from practical scope
• Volatile boundaries: live certification requirements, product versions, course availability, delivery, and renewal rules

The review maps published scope without inventing unpublished weights or hidden objectives. The elective expansion is a best-effort synthesis of the public Fortinet assessment contracts and current versioned product documentation; program-level pathway and renewal evidence is explicitly bounded, and volatile or incompletely public behavior remains labeled VERIFY CURRENT. Related items remain separate from the provider contract. Blueprint SHA-256: ff371eaa2d7b366af3265083122eefe8c0daebdab52c88137e926fe09a58ea07.

NSE-1-CYBERSECURITY coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Intro to Cybersecurity; Threat Landscape; Social Engineering; Malware; Cryptography and the Public Key Infrastructure; Secure Networking; Authentication and Access Control; Endpoint Security; Secure Data and Applications; Cloud Security and Virtualization
• Coverage evidence: guide sections 1–9, scenarios, authorized labs, original checks, and explicit architecture, governance, operational, and security boundaries
• Link evidence: 8 unique external guide URLs; 7 reachable, 1 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification requirements, product versions, course availability, delivery, and renewal rules

The review maps published scope without inventing unpublished weights or hidden objectives. Related items remain separate from the provider contract. Blueprint SHA-256: 43efb7dbce9188ebb6c2048f955015564de7bec3e07a0530788fe4821284967c.

NSE-2-CYBERSECURITY coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: What is Next Generation Firewall; How Firewall Policies Work; User Authentication in NGFW; Blocking Malware; Controlling Web Access with Web Filtering; Intrusion Prevention System and Application Control; Connecting Multiple Locations Securely; Secure SD-WAN; SASE
• Coverage evidence: guide sections 1–9, scenarios, authorized labs, original checks, and explicit architecture, governance, operational, and security boundaries
• Link evidence: 8 unique external guide URLs; 7 reachable, 1 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification requirements, product versions, course availability, delivery, and renewal rules

The review maps published scope without inventing unpublished weights or hidden objectives. Related items remain separate from the provider contract. Blueprint SHA-256: 6a8c018a66d7d93364d14a95c107186a205d5d0e7d042ab76cd9989806212ede.

NSE-3-CYBERSECURITY coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: FortiGate Overview; How to Access your FortiGate; Configuring System Settings and Basic Networking; Firewall Policies; Logging Events; Authenticating Network Users; Inspect SSL Traffic; Blocking Malware; Control Web Access Using Web Filtering; Configuring the FortiGate Intrusion Prevention System; Controlling Application Access; Securing Remote Access with ZTNA; Creating IPsec Virtual Private Networks; FortiGate System Maintenance and Monitoring; Configuring the Fortinet Security Fabric; FortiGate High Availability (HA); Configuring FortiLink; Securing Public and Private Clouds; FortiCare; FortiCloud
• Coverage evidence: guide sections 1–10, scenarios, authorized labs, original checks, and explicit architecture, governance, operational, and security boundaries
• Link evidence: 7 unique external guide URLs; 7 reachable, 0 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification requirements, product versions, course availability, delivery, and renewal rules

The review maps published scope without inventing unpublished weights or hidden objectives. Related items remain separate from the provider contract. Blueprint SHA-256: 920241b7c63ba868fa041e18036e1c337e144f4128f166c1e663298890b1eaae.

NSE-5-SECURE-NETWORKING coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Fortinet NSE 5 - FortiSwitch Administrator; Fortinet NSE 5 - Secure Wireless LAN Administrator; Fortinet NSE 5 - SD-WAN Core Administrator
• Coverage evidence: guide sections 1–4, scenarios, authorized labs, original checks, and explicit architecture, governance, operational, and security boundaries
• Link evidence: 11 unique external guide URLs; 11 reachable, 0 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification requirements, product versions, course availability, delivery, and renewal rules

The review maps published scope without inventing unpublished weights or hidden objectives. Related items remain separate from the provider contract. Blueprint SHA-256: ea2a12b1c36cfb3b763cc898f518564fd81db4a25d7a8c39f00d4a17c262f916.

NSE-5-SASE coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Decentralized SD-WAN (20-30%); Rules and routing (15-25%); SASE deployment (20-30%); Secure internet access and secure SaaS access (15-25%); Analytics (15-25%)
• Coverage evidence: guide sections 1–5, scenarios, authorized labs, original checks, and explicit architecture, governance, operational, and security boundaries
• Link evidence: 10 unique external guide URLs; 10 reachable, 0 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification requirements, product versions, course availability, delivery, and renewal rules

The review maps published scope without inventing unpublished weights or hidden objectives. Related items remain separate from the provider contract. Blueprint SHA-256: 0873782a14bab76e6f3da5c9f18af642eaec585670d80bd74e6f66f073764729.

NSE-5-CLOUD-SECURITY coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Fortinet NSE 5 - FortiWeb 8.0 Administrator; Fortinet NSE 5 - FortiAppSec Cloud 26 Administrator; Fortinet NSE 5 - FortiADC Administrator
• Coverage evidence: guide sections 1–4, scenarios, authorized labs, original checks, and explicit architecture, governance, operational, and security boundaries
• Link evidence: 12 unique external guide URLs; 12 reachable, 0 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification requirements, product versions, course availability, delivery, and renewal rules

The review maps published scope without inventing unpublished weights or hidden objectives. Related items remain separate from the provider contract. Blueprint SHA-256: 6053cab73f8ab3fd9cf74db3daf454ce557a22d880c3ec6451688f9d6e5e3060.

NSE-5-SECURITY-OPERATIONS coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Features and concepts; Log Analysis; SOC operation and automation; Reports
• Coverage evidence: guide sections 1–4, scenarios, authorized labs, original checks, and explicit architecture, governance, operational, and security boundaries
• Link evidence: 8 unique external guide URLs; 8 reachable, 0 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification requirements, product versions, course availability, delivery, and renewal rules

The review maps published scope without inventing unpublished weights or hidden objectives. Related items remain separate from the provider contract. Blueprint SHA-256: f78670ac5a8264c35f041c6505263af3c1d6037302f66ce33bbf225a8b0c96f7.

NSE-6-SECURE-NETWORKING coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: FortiManager Administrator — Administration (15–25%); FortiManager Administrator — Device manager (20–30%); FortiManager Administrator — Policy and objects (25–35%); FortiManager Administrator — Advanced configuration (10–20%); FortiManager Administrator — Troubleshooting (20–30%); FortiNAC Administrator — Concepts and initial configuration (10–20%); FortiNAC Administrator — Deployment and provisioning (30–40%); FortiNAC Administrator — Integration (15–25%); FortiNAC Administrator — Network visibility and monitoring (25–35%)
• Coverage evidence: guide sections 1–5, scenarios, authorized labs, original checks, and explicit architecture, governance, operational, and security boundaries
• Link evidence: 13 unique external guide URLs; 13 reachable, 0 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification requirements, product versions, course availability, delivery, and renewal rules

The review maps published scope without inventing unpublished weights or hidden objectives. Related items remain separate from the provider contract. Blueprint SHA-256: d869cde3cb19fdf2175bdd8ec15b74b9cc82dc8ab35047bfdd47c012a67df9cd.

NSE-6-SASE coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: FortiClient EMS Administrator — FortiClient EMS design and deployment; FortiClient EMS Administrator — FortiClient provisioning and deployment; FortiClient EMS Administrator — Implement endpoint security; FortiClient EMS Administrator — Zero trust and Security Fabric integration; FortiClient EMS Administrator — Troubleshooting; FortiEDR Administrator — FortiEDR system; FortiEDR Administrator — FortiEDR security settings and policies; FortiEDR Administrator — Events, forensics, and threat hunting; FortiEDR Administrator — FortiEDR integration; FortiEDR Administrator — FortiEDR troubleshooting; FortiDLP Administrator — FortiDLP fundamentals and deployment (25–35%); FortiDLP Administrator — Data identification and enforcement (20–30%); FortiDLP Administrator — Detection and investigation (15–25%); FortiDLP Administrator — Troubleshooting (15–25%)
• Coverage evidence: guide sections 1–4, scenarios, authorized labs, original checks, and explicit architecture, governance, operational, and security boundaries
• Link evidence: 12 unique external guide URLs; 12 reachable, 0 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification requirements, product versions, course availability, delivery, and renewal rules

The review maps published scope without inventing unpublished weights or hidden objectives. Related items remain separate from the provider contract. Blueprint SHA-256: ba1e06514a146c4221881b88534a5d0df0ab56482d0207b0777f2996c7078249.

NSE-6-CLOUD-SECURITY coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: FortiCNAPP Analyst — FortiCNAPP fundamentals (25–35%); FortiCNAPP Analyst — End-to-end risk management (35–45%); FortiCNAPP Analyst — Threat detection and response (25–35%); FortiMail Administrator — Initial deployment and basic configuration; FortiMail Administrator — Email flow and authentication; FortiMail Administrator — Email security; FortiMail Administrator — Encryption; FortiMail Administrator — Server mode and transparent mode; FortiDDoS Administrator — DDoS fundamentals (20–30%); FortiDDoS Administrator — Deployment, configuration, and baselining (25–35%); FortiDDoS Administrator — Protection and mitigation controls (25–35%); FortiDDoS Administrator — Monitoring, logging, and analysis (10–20%)
• Coverage evidence: guide sections 1–5, scenarios, authorized labs, original checks, and explicit architecture, governance, operational, and security boundaries
• Link evidence: 11 unique external guide URLs; 11 reachable, 0 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification requirements, product versions, course availability, delivery, and renewal rules

The review maps published scope without inventing unpublished weights or hidden objectives. Related items remain separate from the provider contract. Blueprint SHA-256: 84fbd9fed54da498423bcf8199d37c88e3cc0f28c7066cf99272935bd4fb5857.

NSE-6-SECURITY-OPERATIONS coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: FortiSIEM Analyst — Analytics; FortiSIEM Analyst — Rules and subpatterns; FortiSIEM Analyst — Incidents, notifications, and remediation; FortiSIEM Analyst — ML, UEBA, and ZTNA; FortiNDR Cloud Analyst — Architecture and system settings (15–25%); FortiNDR Cloud Analyst — Events and queries (25–35%); FortiNDR Cloud Analyst — Detection (15–25%); FortiNDR Cloud Analyst — Investigations and integrations (20–30%); FortiSOAR Analyst — FortiSOAR architecture and data models (20–30%); FortiSOAR Analyst — Playbook Development (25–35%); FortiSOAR Analyst — Incident Handling (5–15%; the official page omits the percent sign after 15); FortiSOAR Analyst — APIs and Connectors (15–25%); FortiSOAR Analyst — Troubleshooting (15–25%)
• Coverage evidence: guide sections 1–5, scenarios, authorized labs, original checks, and explicit architecture, governance, operational, and security boundaries
• Link evidence: 16 unique external guide URLs; 16 reachable, 0 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification requirements, product versions, course availability, delivery, and renewal rules

The review maps published scope without inventing unpublished weights or hidden objectives. Related items remain separate from the provider contract. Blueprint SHA-256: cb2f3954b5dc6ab4c74fda5460c63dcc479732c00b5beb8131111fd555d25c9f.

NSE-I-MSSP-SECURITY coverage record

• Reviewed: September 7, 2026
• Outcome: objective/source validation blocked; no blueprint published; human review pending
• Official scope: zero published exam objective groups; the separate program pages provide only credential purpose, prerequisites, a proctored-exam requirement, two-year validity, and recertification context
• Coverage evidence: no exam-coverage claim; guide sections 1–5, three scenarios, ten authorized labs, and 32 original checks remain explicitly labeled transferable foundation
• Link evidence: 16 unique external guide URLs; all registered; 15 reachable and one CISA page automation-blocked in dated source-health evidence
• Volatile boundaries: first objective/version/scheduling publication, credential prerequisites, exam identity and delivery, validity/renewal, product versions, course availability, and program-table interpretation

The review validates the continuing absence of an exam blueprint while incorporating the useful partial contract from Fortinet's program catalog and July 15 update. It does not turn the credential purpose or active NSE 4/5-or-6/7 prerequisites into exam topics. The proctored MSSP exam's objectives, weights, version, duration, count, languages, registration, delivery date, and price remain unknown. FortiManager ADOM and FortiPortal multi-organization documentation now add concrete tenant/delegation examples, while the multi-agency CISA MSP advisory adds vendor-neutral shared-responsibility and operational controls. Those product and government sources, existing NIST references, and Fortinet program/MSSP sources support the foundation only; they do not clear the blueprint blocker. Blueprint-state SHA-256: 7b187bb841b989219ce28e51eca50370d61dab6d2a51e7b0eca8781b98c7fff4.

NSE-I-OT-SECURITY coverage record

• Reviewed: September 2, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Asset management; Network access control; Network security; Monitoring and risk assessment
• Coverage evidence: guide sections 1–5, scenarios, authorized labs, original checks, and explicit architecture, governance, operational, and security boundaries
• Link evidence: 11 unique external guide URLs; 10 reachable, 1 automation-blocked, 0 missing/broken in dated source-health evidence
• Volatile boundaries: live certification requirements, product versions, course availability, delivery, and renewal rules

The review maps published scope without inventing unpublished weights or hidden objectives. Related items remain separate from the provider contract. Blueprint SHA-256: 8953b14715ee311dd8660affe1a4f41360eada1a208b53ec5bfd8641f6c24f96.

MO-110 coverage record

The October 28 group-05 refresh maps 70 detailed current tasks, separately from any coarse Office adapter snapshot. Current links: 20 reachable, 0 access-blocked, zero missing/error. The bounded source gate passed. Human/product validation remains pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 70 detailed objectives. Read the entire guide and all 70 PDF tasks in six domains. Add five worked examples, ten proposed desktop labs and 32 answered checks, lifecycle context and a bounded Microsoft article. The six-domain automatic baseline is unchanged. No Office application or exam environment was executed; independent human review remains pending. Current guide citations: 11 registered, 11 reachable, 0 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 4, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: documents; text, paragraphs, and sections; tables and lists; references; graphics; collaboration
• Coverage evidence: six mapped sections, three scenarios, eight practical labs, and 20 original checks
• Link evidence: 2 unique external guide URLs; 2 reachable, 0 blocked, 0 missing/broken

The review validates the 50-minute live practical baseline and maps every published domain to file-production and inspection evidence without inventing unpublished detail. Blueprint SHA-256: c5016d0c2a76187324de57865fcad9858aa02d49353a61ffc479e64430ee233a.

MO-210 coverage record

The October 28 group-05 refresh maps 65 detailed current tasks, separately from any coarse Office adapter snapshot. Current links: 32 reachable, 0 access-blocked, zero missing/error. The bounded source gate passed. Human/product validation remains pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 65 detailed objectives. Read the entire guide and all 65 PDF tasks; correct the named-function scope and add six examples, ten proposed labs and 32 answered checks. 20 independent Python/Decimal assertions verify expected arithmetic, sets and text outcomes, not Excel engine behavior. Five-domain page baseline unchanged; no desktop execution and human review pending. Current guide citations: 16 registered, 16 reachable, 0 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 4, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: worksheets/workbooks; cells/ranges; tables; formulas/functions; charts
• Coverage evidence: five mapped sections, three scenarios, eight practical labs, and 20 original checks
• Link evidence: 2 unique external guide URLs; 2 reachable, 0 blocked, 0 missing/broken

The review maps the live practical scope to type, reference, table, formula, chart, reconciliation, and output decisions. Blueprint SHA-256: 71db2aebfc9e02978f17b80207c9b0bd180775ad9c8486050965a27a5fadc0d7.

MO-310 coverage record

The October 28 group-05 refresh maps 73 detailed current tasks, separately from any coarse Office adapter snapshot. Current links: 27 reachable, 0 access-blocked, zero missing/error. The bounded source gate passed. Human/product validation remains pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 73 detailed objectives. Read the entire guide and all 73 PDF tasks; add five worked examples, ten proposed labs and 32 answered checks. 12 local assertions check outline counts, geometry, chart arithmetic and a simplified animation timeline only. Teach omitted Zoom, master, recording and 3D tasks; correct media-preservation and reading-order assumptions. No PowerPoint or assistive technology executed; human review pending. Current guide citations: 18 registered, 18 reachable, 0 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 4, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: presentations; slides; text/shapes/images; data/diagram/3D/media objects; transitions/animations
• Coverage evidence: five mapped sections, three scenarios, eight practical labs, and 20 original checks
• Link evidence: 2 unique external guide URLs; 2 reachable, 0 blocked, 0 missing/broken

The review maps the live practical scope to reusable layout, precise object, accessible communication, media, motion, and delivery-mode evidence. Blueprint SHA-256: 9ce732345e113b5587ccd794bdfa12dfbb2e95feda7c178566a8132c2f015570.

MO-111 coverage record

The October 28 group-05 refresh maps 47 detailed current tasks, separately from any coarse Office adapter snapshot. Current links: 31 reachable, 1 access-blocked, zero missing/error. Documented evidence gaps keep the bounded source gate blocked. Human/product validation remains pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 47 detailed objectives. Read the entire Word Expert guide and all 47 PDF tasks. Add five worked examples, nine proposed desktop labs and 32 answered checks covering templates, formatting, field refresh, macro execution boundaries and merge verification. The four-domain automatic baseline is unchanged. No Office application, macro or mail merge was executed; independent human review remains pending. Current guide citations: 13 registered, 13 reachable, 0 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 4, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: document options/settings; advanced editing/formatting; custom document elements; advanced Word features
• Coverage evidence: four mapped sections, three scenarios, eight practical labs, and 20 original checks
• Link evidence: 2 unique external guide URLs; 2 reachable, 0 blocked, 0 missing/broken

The review maps the live expert scope to reusable templates, styles, fields, controls, mail merge, revisions, automation, and audited output. Blueprint SHA-256: 0db958488191b514b8598df0288463d19a4cc9b1f7fa81b3855850e6945c8fbc.

MO-211 coverage record

The October 28 group-05 refresh maps 48 detailed current tasks, separately from any coarse Office adapter snapshot. Current links: 32 reachable, 0 access-blocked, zero missing/error. The bounded source gate passed. Human/product validation remains pending. Earlier dates, counts and accepted scope below describe historical reviews.

The September 28 deep review maps 48 detailed objectives. Read the whole guide and all 48 detailed PDF tasks. Add six examples, ten proposed desktop labs and 32 answered checks; 23 independent local assertions check expected arithmetic, dates, ordering and totals, without Excel execution. Correct named-function coverage and distinguish validation bypass, stale warnings and classic Pivot aggregation. Human review pending. Current guide citations: 16 registered, 16 reachable, 0 access-blocked, 0 missing/error. Earlier dates/counts below describe the historical review.

• Reviewed: September 4, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: workbook options/settings; advanced data; advanced formulas/macros; advanced charts/tables
• Coverage evidence: four mapped sections, three scenarios, eight practical labs, and 20 original checks
• Link evidence: 2 unique external guide URLs; 2 reachable, 0 blocked, 0 missing/broken

The review maps the live expert scope to controlled inputs, formula audits, edge cases, macros, Pivot analysis, specialized charts, and reconciliation. Blueprint SHA-256: 174e46cb264079c29287f88c0b16eafdeac46dfb7f746bb6323aeec315944e34.

C1000-206 coverage record

• Reviewed: September 4, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: five weighted AI, ML/deep learning, GenAI, responsible-AI, and business-integration domains
• Coverage evidence: all published subobjectives mapped across five sections, three scenarios, eight labs, and 20 original checks
• Link evidence: 2 unique external guide URLs; 2 reachable, 0 blocked, 0 missing/broken

The review preserves IBM's live 44-question, 31-to-pass, 60-minute contract and connects concepts to selection, evaluation, governance, security, and operation. Blueprint SHA-256: c239552411fb1fa7c111d883745dc679667e93a653190f33da114a7c6593acd2.

C1000-185 coverage record

• Reviewed: September 4, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: six weighted design, prompting, tuning, RAG, deployment, and orchestration domains
• Coverage evidence: every published subobjective mapped across six sections, three scenarios, eight labs, and 20 original checks
• Link evidence: 2 unique external guide URLs; 2 reachable, 0 blocked, 0 missing/broken

The review preserves IBM's live 62-question, 44-to-pass, 90-minute contract and the 31% fine-tuning emphasis while requiring measurable baselines and governed operation. Blueprint SHA-256: 51dcebdb7703b1489f09d109556e81d4d443d67976ecc562646859fd07fb350b.

C1000-175 coverage record

• Reviewed: September 4, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: fourteen weighted QRadar SIEM V7.5 foundation domains
• Coverage evidence: all published subobjectives mapped across five cohesive sections, three scenarios, eight authorized labs, and 20 original checks
• Link evidence: 2 unique external guide URLs; 2 reachable, 0 blocked, 0 missing/broken

The review preserves IBM's live 62-question, 41-to-pass, 90-minute contract and follows events/flows through parsing, context, rules, offenses, search, reports, and access. Blueprint SHA-256: 8dac7e2540d973f15e452b531615c21ca6c57cd568f83451e3727b13499577a6.

C1000-156 coverage record

• Reviewed: September 4, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: eight weighted QRadar SIEM V7.5 administration domains
• Coverage evidence: all published subobjectives mapped across seven sections, three scenarios, eight authorized labs, and 20 original checks
• Link evidence: 2 unique external guide URLs; 2 reachable, 0 blocked, 0 missing/broken

The review preserves IBM's live 62-question, 38-to-pass, 90-minute contract and maps change, deployment, performance, tenancy, and troubleshooting to operational evidence. Blueprint SHA-256: ec021d4137eda41679372d22546464a274d70fc0de757b012c23a0b47582c43a.

C1000-197 coverage record

• Reviewed: September 4, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: eight weighted Guardium Data Protection v12.x administration domains
• Coverage evidence: all published subobjectives mapped across six sections, three scenarios, eight authorized labs, and 20 original checks
• Link evidence: 2 unique external guide URLs; 2 reachable, 0 blocked, 0 missing/broken

The review preserves IBM's live 60-question, 41-to-pass, 90-minute contract and traces a governed evidence pipeline from monitoring through policy, report, health, maintenance, and recovery. Blueprint SHA-256: 8a4394d8553ab8134540536ffd7ffe37fdfecfc31cc1d06a4372bb511d6b473f.

C1000-184 coverage record

• Reviewed: September 4, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: seven weighted Db2 13 for z/OS planning, operations, security, design, application, concurrency, and performance domains
• Coverage evidence: every published subobjective mapped across seven sections, three scenarios, eight authorized labs/simulations, and 20 original checks
• Link evidence: 2 unique external guide URLs; 2 reachable, 0 blocked, 0 missing/broken

The review preserves IBM's live 60-question, 44-to-pass, 90-minute contract and connects each change to authority, recovery, package, locking, access-path, and runtime evidence. Blueprint SHA-256: 05ab6453b1927d388a6a219430bfb8c479264dda8d81c62903a90955f439c47e.

1Z0-830 coverage record

• Reviewed: September 4, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: six high-level Java SE 21 language, API, concurrency, I/O/localization, module, packaging, and deployment capability groups
• Coverage evidence: all publicly exposed groups mapped across seven sections, three scenarios, eight runnable labs, and 25 original checks
• Link evidence: 2 unique external guide URLs; 2 reachable, 0 blocked, 0 missing/broken

The review preserves Oracle University's current 120-minute learning-path contract and explicitly avoids inventing unpublished weights, question counts, or a passing score. JDBC is labeled as a transition check rather than confirmed scored scope. Blueprint SHA-256: 190f4aa00369d04df712b1479897dc73a90a502008296ba623329e3ff4646f9b.

1Z0-1085-26 coverage record

• Reviewed: September 4, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: OCI fundamentals; networking; compute; storage; security; cost management
• Coverage evidence: all six public skill groups mapped across six sections, three scenarios, eight authorized or paper-design labs, and 24 original checks
• Link evidence: 2 unique external guide URLs; 2 reachable, 0 blocked, 0 missing/broken

The review preserves the current 60-minute online 2026 contract, leaves the unlisted proctoring model as a registration-time verification point, and does not infer unpublished weights, question count, or passing score. Blueprint SHA-256: 5aec5199922193f9bc9fd118e974eb73f0000ac5ea0e613899dd4d262e7ffd44.

1Z0-1072-26 coverage record

• Reviewed: September 4, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: OCI IAM, networking, compute, storage, secure and scalable solutions, performance, cost, and operational efficiency
• Coverage evidence: all publicly exposed capability groups mapped across six sections, three scenarios, eight authorized labs, and 24 original checks
• Link evidence: 2 unique external guide URLs; 2 reachable, 0 blocked, 0 missing/broken

The review preserves Oracle's high-level 90-minute Architect Associate contract and keeps detailed practice as preparation context rather than invented hidden objectives. Blueprint SHA-256: 6caee9398656f4de4f4fe669606e1f9862380e061c8fcf9ca417e6516bec14a6.

1Z0-1067-26 coverage record

• Reviewed: September 4, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: security posture; billing/account management; OCI CLI; Terraform, Resource Manager, and Ansible; resilient networks and disaster recovery; observability and monitoring
• Coverage evidence: all six public skill groups mapped across six sections, three scenarios, eight authorized labs, and 24 original checks
• Link evidence: 2 unique external guide URLs; 2 reachable, 0 blocked, 0 missing/broken

The review preserves the current 90-minute contract and Oracle's one-year hands-on recommendation while requiring safe, repeatable, observable, and recoverable operations. Blueprint SHA-256: 317af1108a35b43d611bee316d39d933ccc8fa1ce00ecbb39336b2fb6c28260b.

1Z0-1104-26 coverage record

• Reviewed: September 4, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: security foundations; IAM; network/infrastructure security; application/data security; security posture; security operations
• Coverage evidence: all six detailed public groups mapped across six sections, three scenarios, eight safe labs, and 26 original checks
• Link evidence: 2 unique external guide URLs; 2 reachable, 0 blocked, 0 missing/broken

The review maps each service through prevention, detection, response, recovery, and evidence without using recalled items or inventing weights, count, or score. Blueprint SHA-256: 1b662cc0bff386cddd4440bde7696ba376a37ebe61b18778b26ac4b9e1c5c7d8.

1Z0-171 coverage record

• Reviewed: September 4, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: SQL fundamentals; functions; aggregation; definition/manipulation; advanced queries; access control; Oracle AI Database 26ai enhancements
• Coverage evidence: all seven public skill groups mapped across seven sections, three scenarios, eight disposable-schema labs, and 28 original checks
• Link evidence: 2 unique external guide URLs; 2 reachable, 0 blocked, 0 missing/broken

The review preserves the current 120-minute contract and makes 26ai syntax version-sensitive while requiring executable null, cardinality, transaction, privilege, and error reasoning. Blueprint SHA-256: 173476c88e31d3b1dc6a17d4b9b14a08cef4001a4cbb338b2f2edfa392e19dd7.

1Z0-182 coverage record

• Reviewed: September 4, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: instance/network configuration; multitenant architecture; storage; security; RMAN; data movement; performance/tuning; maintenance/automation; auditing; current enhancements
• Coverage evidence: all ten public skill groups mapped across eight sections, three scenarios, eight disposable-environment labs, and 28 original checks
• Link evidence: 2 unique external guide URLs; 2 reachable, 0 blocked, 0 missing/broken

The review preserves the current 120-minute contract and requires scoped verification and recovery evidence for risky administration tasks without inferring hidden exam detail. Blueprint SHA-256: a845bcc5712adc0f0c6791a142ab1a9158f3ae269e346478d9d5f9bd31bf8a22.

1Z0-997-26 coverage record

• Reviewed: September 4, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: high availability and Full Stack Disaster Recovery; cloud-native solutions; Terraform and Resource Manager; Bastion, Network Firewall, Certificates, WAF, and Key Management; Base and Autonomous databases; Monitoring and Logging
• Coverage evidence: all six public capability groups mapped across six sections, three integrated scenarios, eight authorized or paper-design labs, and 26 original checks
• Link evidence: 2 unique external guide URLs; 2 reachable, 0 blocked, 0 missing/broken

The review turns each architecture group into constraint, failure, security, deployment, recovery, observability, and cost evidence without inventing weights, question count, or passing score. Blueprint SHA-256: 179cb12e26fe986b4928ea0c474a4e0840fc4d813e0ae8913c2306f888203006.

1Z0-1084-26 coverage record

• Reviewed: September 4, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: cloud-native and microservices fundamentals; OKE and Container Registry; Functions and API Gateway; Events, Queue, and Streaming; OCI Streaming with Apache Kafka; Vault, image scanning, testing, and application observability
• Coverage evidence: all seven public capability groups mapped across seven sections, three end-to-end scenarios, eight authorized or local-substitute labs, and 28 original checks
• Link evidence: 2 unique external guide URLs; 2 reachable, 0 blocked, 0 missing/broken

The review requires executable request and event paths plus failure, retry, duplicate, replay, security, and correlation evidence while keeping supporting development knowledge separate from Oracle's published scope. Blueprint SHA-256: c706ea7ed83d4723ad60bf7448bc9d3b722855607a38bbfb8dc0e425ce00b396.

1Z0-1109-26 coverage record

• Reviewed: September 4, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: microservices with Container Registry, Container Instances, and OKE; OCI DevOps CI/CD components; Terraform and Resource Manager; IAM, key/secret, and image security; Monitoring, Logging, and Events
• Coverage evidence: all five public capability groups mapped across five sections, three delivery and recovery scenarios, eight authorized or local-substitute labs, and 25 original checks
• Link evidence: 2 unique external guide URLs; 2 reachable, 0 blocked, 0 missing/broken

The review follows every release from commit through immutable artifact and runtime request, requiring least privilege, drift decisions, degraded-release tests, rollback or forward-fix reasoning, and correlated evidence. Blueprint SHA-256: 785c9cc11340f4991070a2c2794c884cdf105ba9f5ed74674004b751e4fd2215.

1Z0-1124-26 coverage record

• Reviewed: September 4, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: plan and design OCI networking; hybrid and multicloud architectures; secure implementation and operations; workload migration; networking and connectivity troubleshooting
• Coverage evidence: all five public capability groups mapped across six sections, three integrated scenarios, eight authorized or paper-design labs, and 25 original checks
• Link evidence: 2 unique external guide URLs; 2 reachable, 0 blocked, 0 missing/broken

The current learning-path title and embedded exam identify 2026, while one path-description sentence still names the 2025 certification. The guide preserves that provider inconsistency as VERIFY CURRENT and builds professional readiness around bidirectional packet paths, isolation, convergence, cutover, rollback, and evidence-led diagnosis. Blueprint SHA-256: 40e613e78b0e72b4a81d91f7c2aec30cdabdf8c633a3b6d99ff4e45878e4e2cb.

1Z0-1111-26 coverage record

• Reviewed: September 4, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Monitoring metrics and alarms; Events rules and actions; centralized service, custom, and audit logs; Log Analytics ingestion, enrichment, aggregation, correlation, and visualization; APM tracing, real-user monitoring, and synthetic monitoring
• Coverage evidence: all five public capability groups mapped across six sections, three integrated incident scenarios, eight authorized or local-substitute labs, and 25 original checks
• Link evidence: 2 unique external guide URLs; 2 reachable, 0 blocked, 0 missing/broken

The review requires correct signal semantics, missing-data treatment, bounded automation, raw-versus-derived evidence, cross-signal correlation, privacy, cardinality, cost, and monitor-the-monitoring practice without inferring unpublished exam details. Blueprint SHA-256: b4fb087297786f8a3917dc0af3463d680f6e9717d3afe18a70c90265df56482c.

C3000-006 coverage record

• Reviewed October 28, 2026 against the live IBM Bob v2 Developer Associate exam API and official 24-page preparation PDF.
• All 52 objectives across six weighted domains map to named guide sections; eight proposed product labs and 16 independently written answered checks support practice.
• Link evidence: 47 exact registered public IBM URLs after supplemental discovery; all 47 returned HTTP 200, zero blocked, missing or error responses. Ten added workshop/course/example/tutorial resources carry access, time and version caveats; one throttled video remains queued.
• The official PDF explicitly leaves general marketplace-browser availability unconfirmed. The guide preserves that gap, the current MCP standalone-SSE removal discrepancy, and client-dependent task-budget validation requirements.
• Product execution and independent human review remain pending. This source/objective gate does not claim that the marketplace gap is resolved or that the proposed labs passed.

See the dated intake and individual objective mappings. Blueprint SHA-256: d4573e943742dfca30eb28ace0a1953957e412b90b8c4165c315cf9e617db5e3.

PANW-CYBERSECURITY-APPRENTICE coverage record

• Reviewed: October 29, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Seven foundational cybersecurity domains; May 2026 issuer datasheet
• Coverage evidence: Cybersecurity (16%), Network Fundamentals (16%), Network Security (14%), Endpoint Security (10%), Cloud Security (13%), Security Operations (13%), Identity Security (18%). See the dated Group 15 research (docs/research/2026-10-29-nonms-refresh-group-15.md) for current changes, maps and limits.
• Link evidence: 26 unique external guide URLs; 23 reachable, 3 automation-blocked, 0 missing/error. Four OpenEDG product pages were read directly with the browser although the automated client returned 404; see Group 15 report.

Current version transitions, product-context boundaries and unresolved issuer-page differences are dated in the guide and Group 15 report. Blueprint SHA-256: fbd3b8491d4f5a04b8592653652089dcb6e1fe7f7e1948a974dd37469f1673b7.

PCAD-31-02 coverage record

• Reviewed: October 29, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Five data-acquisition, programming/database, statistics, modeling and communication blocks
• Coverage evidence: Block 1: Data Acquisition and Pre-Processing — 14 items, 29.2%, Block 2: Programming and Database Skills — 16 items, 33.3%, Block 3: Statistical Analysis — 4 items, 8.3%, Block 4: Data Analysis and Modeling — 9 items, 18.8%, Block 5: Data Communication and Visualization — 5 items, 10.4%. See the dated Group 15 research (docs/research/2026-10-29-nonms-refresh-group-15.md) for current changes, maps and limits.
• Link evidence: 50 unique external guide URLs; 48 reachable, 2 automation-blocked, 0 missing/error. Four OpenEDG product pages were read directly with the browser although the automated client returned 404; see Group 15 report.

Current version transitions, product-context boundaries and unresolved issuer-page differences are dated in the guide and Group 15 report. Blueprint SHA-256: c0e03d205f2bb78e1902508ab699839dee11825423eebe0da9a68832ca657275.

PCAP-31-03 coverage record

• Reviewed: October 29, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Five current 31-03 syllabus sections; 31-04 pending for Oct 31
• Coverage evidence: Section 1: Modules and Packages — 6 items, 12%, Section 2: Exceptions — 5 items, 14%, Section 3: Strings — 8 items, 18%, Section 4: Object-Oriented Programming — 12 items, 34%, Section 5: Miscellaneous — 9 items, 22%. See the dated Group 15 research (docs/research/2026-10-29-nonms-refresh-group-15.md) for current changes, maps and limits.
• Link evidence: 33 unique external guide URLs; 32 reachable, 1 automation-blocked, 0 missing/error. Four OpenEDG product pages were read directly with the browser although the automated client returned 404; see Group 15 report.

Current version transitions, product-context boundaries and unresolved issuer-page differences are dated in the guide and Group 15 report. Blueprint SHA-256: 49589f9a3aaa766a2b2c1a640ac5dbbf7842c01d2517397519ab35ac86a060b0.

PCED-30-02 coverage record

• Reviewed: October 29, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Four data-analysis and Python syllabus domains
• Coverage evidence: Block 1: Introduction to Data and Data Analysis Concepts — 9 items, 22.5%, Block 2: Python Basics for Data Analysis — 13 items, 32.5%, Block 3: Working with Data and Performing Simple Analyses — 13 items, 32.5%, Block 4: Communicating Insights and Reporting — 5 items, 12.5%. See the dated Group 15 research (docs/research/2026-10-29-nonms-refresh-group-15.md) for current changes, maps and limits.
• Link evidence: 42 unique external guide URLs; 39 reachable, 3 automation-blocked, 0 missing/error. Four OpenEDG product pages were read directly with the browser although the automated client returned 404; see Group 15 report.

Current version transitions, product-context boundaries and unresolved issuer-page differences are dated in the guide and Group 15 report. Blueprint SHA-256: 27c6f07ec4b1e1063e5cbb6effd00e13406e15d8ee54a2e748c50dff86c24b90.

PCEP-30-02 coverage record

• Reviewed: October 29, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Fifteen objectives across four current syllabus blocks; 30-03 pending for Oct 31
• Coverage evidence: 1.1 Understand fundamental terms and definitions, 1.2 Understand Python’s logic and structure, 1.3 Introduce literals and variables into code and use different numeral systems, 1.4 Choose operators and data types adequate to the problem, 1.5 Perform Input/Output console operations, 2.1 Make decisions and branch the flow with the if instruction, 2.2 Perform different types of iterations, 3.1 Collect and process data using lists, 3.2 Collect and process data using tuples, 3.3 Collect and process data using dictionaries, 3.4 Operate with strings, 4.1 Decompose the code using functions, 4.2 Organize interaction between the function and its environment, 4.3 Python Built-In Exceptions Hierarchy, 4.4 Basics of Python Exception Handling. See the dated Group 15 research (docs/research/2026-10-29-nonms-refresh-group-15.md) for current changes, maps and limits.
• Link evidence: 26 unique external guide URLs; 24 reachable, 2 automation-blocked, 0 missing/error. Four OpenEDG product pages were read directly with the browser although the automated client returned 404; see Group 15 report.

Current version transitions, product-context boundaries and unresolved issuer-page differences are dated in the guide and Group 15 report. Blueprint SHA-256: fc0a0b67b1f15a4430075b889978a82e162d98642f0b822768bc3796c322ca57.

PCPP-32-101 coverage record

• Reviewed: October 29, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Five PCPP1 sections; 32-102 pending for Oct 31
• Coverage evidence: Section 1: Advanced Object-Oriented Programming — 15 items, 35%, Section 2: Coding Conventions, Best Practices, and Standardization — 7 items, 12%, Section 3: GUI Programming — 8 items, 20%, Section 4: Network Programming — 8 items, 18%, Section 5: File Processing and Environment — 7 items, 15%. See the dated Group 15 research (docs/research/2026-10-29-nonms-refresh-group-15.md) for current changes, maps and limits.
• Link evidence: 43 unique external guide URLs; 42 reachable, 1 automation-blocked, 0 missing/error. Four OpenEDG product pages were read directly with the browser although the automated client returned 404; see Group 15 report.

Current version transitions, product-context boundaries and unresolved issuer-page differences are dated in the guide and Group 15 report. Blueprint SHA-256: 899426a902f78aba1471211f0c1eeace8016a66eb8dac3407d013d97cdaafcd6.

SALESFORCE-AGENTFORCE-SPECIALIST coverage record

• Reviewed: October 29, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Spring ’26 six-domain exam outline; Winter ’27 product context separate
• Coverage evidence: Prompt Engineering (20%), Data 360 Fundamentals (20%), AI Agents (35%), Testing, Deployment, and Maintenance (10%), Governance and Observability (10%), Multi-Agent Orchestration (5%). See the dated Group 15 research (docs/research/2026-10-29-nonms-refresh-group-15.md) for current changes, maps and limits.
• Link evidence: 28 unique external guide URLs; 26 reachable, 2 automation-blocked, 0 missing/error. Four OpenEDG product pages were read directly with the browser although the automated client returned 404; see Group 15 report.

Current version transitions, product-context boundaries and unresolved issuer-page differences are dated in the guide and Group 15 report. Blueprint SHA-256: a633fd73b5f733d78426c5c66eebf566a7867d80a36ddadd505dbd8ef29b5664.

SALESFORCE-PLATFORM-ADMINISTRATOR coverage record

• Reviewed: October 29, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Eight current Trailhead prep weights; Help logistics/version conflict bounded
• Coverage evidence: Configuration and Setup (15%), Object Manager and Lightning App Builder (15%), Sales and Marketing Applications (10%), Service and Support Applications (10%), Productivity and Collaboration (10%), Data and Analytics Management (17%), Automation (15%), Agentforce (8%). See the dated Group 15 research (docs/research/2026-10-29-nonms-refresh-group-15.md) for current changes, maps and limits.
• Link evidence: 22 unique external guide URLs; 20 reachable, 2 automation-blocked, 0 missing/error. Four OpenEDG product pages were read directly with the browser although the automated client returned 404; see Group 15 report.

Current version transitions, product-context boundaries and unresolved issuer-page differences are dated in the guide and Group 15 report. Blueprint SHA-256: b2f9f40f925247562d8d19eed5ad7a33a4b5c10e03b705d2fe34ec88678b7c97.

SALESFORCE-PLATFORM-APP-BUILDER coverage record

• Reviewed: October 29, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Current Summer ’26 five-domain outline; maintenance discrepancy retained
• Coverage evidence: Salesforce Fundamentals (18%), Data Modeling and Management (20%), Business Logic and Process Automation (32%), User Interface (17%), App Deployment (13%). See the dated Group 15 research (docs/research/2026-10-29-nonms-refresh-group-15.md) for current changes, maps and limits.
• Link evidence: 25 unique external guide URLs; 23 reachable, 2 automation-blocked, 0 missing/error. Four OpenEDG product pages were read directly with the browser although the automated client returned 404; see Group 15 report.

Current version transitions, product-context boundaries and unresolved issuer-page differences are dated in the guide and Group 15 report. Blueprint SHA-256: 5365cb37f260db38aa6b4a306dd826258e3d85f058b8111352e56a065a965f14.

SALESFORCE-PLATFORM-DEVELOPER coverage record

• Reviewed: October 29, 2026
• Outcome: sources + objectives checked; human review pending
• Official scope: Current 21-objective outline; stale seasonal label retained as verify-current
• Coverage evidence: Developer Fundamentals (27%), Process Automation and Logic (28%), User Interface (25%), Testing, Debugging, and Deployment (20%). See the dated Group 15 research (docs/research/2026-10-29-nonms-refresh-group-15.md) for current changes, maps and limits.
• Link evidence: 24 unique external guide URLs; 22 reachable, 2 automation-blocked, 0 missing/error. Four OpenEDG product pages were read directly with the browser although the automated client returned 404; see Group 15 report.

Current version transitions, product-context boundaries and unresolved issuer-page differences are dated in the guide and Group 15 report. Blueprint SHA-256: 4843c3b24a93a1c4da79e50db00e79c38fa5921c6127df89e37a6754c5cddbfe.

Revalidation triggers

A guide returns to REVIEW REQUIRED when its official objective or status snapshot changes. Source-health findings create review work but do not automatically rewrite or demote content because redirects, access controls, page-title changes, and provider metadata changes require human interpretation. A new source-validation record is required after the guide is reconciled with a changed blueprint.

Group 16 — October 29, 2026

Ten non-Microsoft guides were reviewed against their unchanged official objective snapshots. Current source findings, guide updates and limits are in docs/research/2026-10-29-nonms-refresh-group-16.md. These source checks do not claim human review.

SY0-701 coverage record

• Reviewed: October 29, 2026
• Outcome: sources + objectives checked; human review pending
• Official objective map: unchanged accepted snapshot (data/objective-snapshots/sy0-701-official-objectives.txt; SHA-256 152af64f7b23ff8a264ea9aa465c610cc797fcdd6b771d8f7dfe15cdab6b9040).
• Objective coverage: 5 mapped groups; current guide coverage retained and checked against the official page/snapshot.
• Link evidence: 29 unique external URLs; 27 reachable, 2 automation-blocked, 0 missing/error. Browser-reader evidence and unresolved issuer conflicts are recorded in the dated report.

XK0-006 coverage record

• Reviewed: October 29, 2026
• Outcome: sources + objectives checked; human review pending
• Official objective map: unchanged accepted snapshot (data/objective-snapshots/xk0-006-official-objectives.txt; SHA-256 7092fafe78142df3f4be33e42aea257143769cc6268b90a4e1059f994c00496e).
• Objective coverage: 5 mapped groups; current guide coverage retained and checked against the official page/snapshot.
• Link evidence: 31 unique external URLs; 29 reachable, 2 automation-blocked, 0 missing/error. Browser-reader evidence and unresolved issuer conflicts are recorded in the dated report.

SOL-C01 coverage record

• Reviewed: October 29, 2026
• Outcome: sources + objectives checked; human review pending
• Official objective map: unchanged accepted snapshot (data/objective-snapshots/SOL-C01-official-objectives.txt; SHA-256 a930a723415ca1b8dfead2cf60a3d27b6c7eaf3d336fefc301421adee9123d57).
• Objective coverage: 6 mapped groups; current guide coverage retained and checked against the official page/snapshot.
• Link evidence: 29 unique external URLs; 28 reachable, 1 automation-blocked, 0 missing/error. Browser-reader evidence and unresolved issuer conflicts are recorded in the dated report.

SSCP coverage record

• Reviewed: October 29, 2026
• Outcome: sources + objectives checked; human review pending
• Official objective map: unchanged accepted snapshot (data/objective-snapshots/sscp-official-objectives.txt; SHA-256 5b6e5e57f166741802957b515a7ec737606e5d43ca796a3691127de083d0a6d4).
• Objective coverage: 7 mapped groups; current guide coverage retained and checked against the official page/snapshot.
• Link evidence: 25 unique external URLs; 23 reachable, 2 automation-blocked, 0 missing/error. Browser-reader evidence and unresolved issuer conflicts are recorded in the dated report.

SERVICENOW-CSA coverage record

• Reviewed: October 29, 2026
• Outcome: sources + objectives checked; human review pending
• Official objective map: unchanged accepted snapshot (data/objective-snapshots/servicenow-csa-official-objectives.txt; SHA-256 7b94b0c2b2f331a2e878694c8b9aaa6db8e998bfc0424d75dca80e6cdbe1d553).
• Objective coverage: 6 mapped groups; current guide coverage retained and checked against the official page/snapshot.
• Link evidence: 33 unique external URLs; 30 reachable, 3 automation-blocked, 0 missing/error. Browser-reader evidence and unresolved issuer conflicts are recorded in the dated report.

SERVICENOW-CAD coverage record

• Reviewed: October 29, 2026
• Outcome: sources + objectives checked; human review pending
• Official objective map: unchanged accepted snapshot (data/objective-snapshots/servicenow-cad-official-objectives.txt; SHA-256 f71371fc8583ec438fbdde805d2e69d8034607333e1bc033ccc74ae5a261b59a).
• Objective coverage: 6 mapped groups; current guide coverage retained and checked against the official page/snapshot.
• Link evidence: 31 unique external URLs; 28 reachable, 3 automation-blocked, 0 missing/error. Browser-reader evidence and unresolved issuer conflicts are recorded in the dated report.

SPLK-5001 coverage record

• Reviewed: October 29, 2026
• Outcome: sources + objectives checked; human review pending
• Official objective map: unchanged accepted snapshot (data/objective-snapshots/splk-5001-official-objectives.txt; SHA-256 a2bd1aa1350f373525e5d2f66cfc38f7023f6b84cf9275f594421412fbd704f5).
• Objective coverage: 6 mapped groups; current guide coverage retained and checked against the official page/snapshot.
• Link evidence: 31 unique external URLs; 15 reachable, 15 automation-blocked, 1 missing/error. Browser-reader evidence and unresolved issuer conflicts are recorded in the dated report.

WDE-40-01 coverage record

• Reviewed: October 29, 2026
• Outcome: sources + objectives checked; human review pending
• Official objective map: unchanged accepted snapshot (data/objective-snapshots/wde-40-01-official-objectives.txt; SHA-256 52a8efac1190c7d5b3e863705d0a0b7d4ea88ad72834aff4990051f21a9a7521).
• Objective coverage: 5 mapped groups; current guide coverage retained and checked against the official page/snapshot.
• Link evidence: 41 unique external URLs; 37 reachable, 4 automation-blocked, 0 missing/error. Browser-reader evidence and unresolved issuer conflicts are recorded in the dated report.

WDA-41-01 coverage record

• Reviewed: October 29, 2026
• Outcome: sources + objectives checked; human review pending
• Official objective map: unchanged accepted snapshot (data/objective-snapshots/wda-41-01-official-objectives.txt; SHA-256 747cb21a7c881c08b2b1107feb22733528ec25faab300998abb8ac499af07c5d).
• Objective coverage: 5 mapped groups; current guide coverage retained and checked against the official page/snapshot.
• Link evidence: 47 unique external URLs; 39 reachable, 7 automation-blocked, 1 missing/error. Browser-reader evidence and unresolved issuer conflicts are recorded in the dated report.

PCET-30-01 coverage record

• Reviewed: October 29, 2026
• Outcome: sources + objectives checked; human review pending
• Official objective map: unchanged accepted snapshot (data/objective-snapshots/pcet-30-01-official-objectives.txt; SHA-256 2ba098e2104bb457258687cdcd07afcc3a531ab146c27b0022a9bebb5d793aec).
• Objective coverage: 4 mapped groups; current guide coverage retained and checked against the official page/snapshot.
• Link evidence: 21 unique external URLs; 17 reachable, 4 automation-blocked, 0 missing/error. Browser-reader evidence and unresolved issuer conflicts are recorded in the dated report.