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Independent, AI-generated and source-driven guides that connect official certification objectives to explanations, decisions, related concepts, hands-on practice, and carefully selected learning resources.

225objective-mapped guides
231certifications in the inventory
6321registered public sources
225 of 225published guide blueprints monitored

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Collections connect related certifications across providers. They overlap intentionally and are editorial learning lenses—not official vendor pathways.

41 guides Foundations Build shared vocabulary across GitHub, Azure, infrastructure as code, data, security, Power Platform, and AI before specializing. AB-900 · AI-901 · AIF-C01 · AZ-900 · CC · CLE-10-01 · CLF-C02 · COF-C03 · CPE-20-01 · DP-900 · EX200 · FC0-U71 · GH-900 · GOOGLE-CLOUD-DIGITAL-LEADER · GOOGLE-GENERATIVE-AI-LEADER · JSE-40-01 · LFCA · NCA-AIIO · NCA-GENL · NSE-1-CYBERSECURITY · NSE-2-CYBERSECURITY · NSE-3-CYBERSECURITY · PANW-CYBERSECURITY-APPRENTICE · PCEA-30-01 · PCED-30-02 · PCEI-30-01 · PCEP-30-02 · PCES-30-01 · PCET-30-01 · PL-900 · SC-900 · SERVICENOW-CSA · SOL-C01 · SPLUNK-CORE-POWER-USER · SPLUNK-CORE-USER · WDE-40-01 · 100-150 · 100-160 · 220-1201 · 220-1202 · TERRAFORM-ASSOCIATE-004 40 guides AI and agents Move from AI concepts into Copilot, application development, agent design, administration, and solution architecture. AB-730 · AB-731 · AB-900 · AI-901 · AIF-C01 · C3000-006 · GOOGLE-CLOUD-DIGITAL-LEADER · GOOGLE-GENERATIVE-AI-LEADER · NCA-GENL · PCEI-30-01 · SOL-C01 · AB-210 · AB-250 · AB-620 · AB-650 · AI-103 · AI-200 · AI-300 · AIB-C01 · DATABRICKS-DATA-ANALYST-ASSOCIATE · DATABRICKS-GENERATIVE-AI-ENGINEER-ASSOCIATE · DATABRICKS-MACHINE-LEARNING-ASSOCIATE · DP-800 · GES-C02 · GH-300 · GH-600 · MB-230 · MLA-C01 · MLA-C02 · SALESFORCE-AGENTFORCE-SPECIALIST · SALESFORCE-PLATFORM-DEVELOPER · SC-500 · AB-100 · AI-500 · AIP-C01 · AZ-401 · DATABRICKS-MACHINE-LEARNING-PROFESSIONAL · EX267 · GOOGLE-PROFESSIONAL-AGENTIC-ARCHITECT · GOOGLE-PROFESSIONAL-MACHINE-LEARNING-ENGINEER 58 guides Automation and delivery Study workflow and infrastructure automation, delivery controls, developer productivity, and AI-assisted software development. AB-730 · C3000-006 · GH-900 · LFCA · NCA-AIIO · PCEA-30-01 · SERVICENOW-CSA · AB-210 · AB-250 · AB-410 · AB-620 · AI-200 · AI-300 · CKA · CKAD · CV0-004 · DATABRICKS-ASSOCIATE-DEVELOPER-APACHE-SPARK · DATABRICKS-DATA-ENGINEER-ASSOCIATE · DEA-C01 · DP-600 · DP-700 · DP-750 · DP-800 · DVA-C02 · EX280 · EX294 · GH-200 · GH-300 · GH-600 · GOOGLE-ASSOCIATE-CLOUD-ENGINEER · LFCS · MB-500 · MB-820 · MLA-C01 · MLA-C02 · MONGODB-ASSOCIATE-ATLAS-ADMINISTRATOR · MONGODB-ASSOCIATE-DEVELOPER · PL-400 · SALESFORCE-AGENTFORCE-SPECIALIST · SALESFORCE-PLATFORM-APP-BUILDER · SALESFORCE-PLATFORM-DEVELOPER · SERVICENOW-CAD · SOA-C03 · TERRAFORM-ASSOCIATE-004 · XK0-006 · 200-301 · 200-901 · AI-500 · AIP-C01 · AZ-400 · AZ-401 · CKS · DATABRICKS-DATA-ENGINEER-PROFESSIONAL · DOP-C02 · EX267 · EX378 · NCP-AIO · TERRAFORM-AUTHORING-OPERATIONS-PROFESSIONAL 37 guides Data and analytics Move from data concepts into operational databases, engineering, semantic modeling, business intelligence, governance, real-time analytics, and AI-ready data. DP-900 · GOOGLE-CLOUD-DIGITAL-LEADER · PCED-30-02 · PCEI-30-01 · PL-900 · SOL-C01 · AB-210 · AB-410 · AI-200 · AI-300 · DATABRICKS-ASSOCIATE-DEVELOPER-APACHE-SPARK · DATABRICKS-DATA-ANALYST-ASSOCIATE · DATABRICKS-DATA-ENGINEER-ASSOCIATE · DATABRICKS-MACHINE-LEARNING-ASSOCIATE · DEA-C01 · DP-300 · DP-420 · DP-600 · DP-700 · DP-750 · DP-800 · GES-C02 · MLA-C01 · MLA-C02 · MONGODB-ASSOCIATE-ATLAS-ADMINISTRATOR · MONGODB-ASSOCIATE-DATA-MODELER · MONGODB-ASSOCIATE-DEVELOPER · PCAD-31-02 · PL-300 · SALESFORCE-AGENTFORCE-SPECIALIST · SALESFORCE-PLATFORM-APP-BUILDER · AIP-C01 · DATABRICKS-DATA-ENGINEER-PROFESSIONAL · DATABRICKS-MACHINE-LEARNING-PROFESSIONAL · DEA-C02 · EX267 · GOOGLE-PROFESSIONAL-DATA-ENGINEER 124 guides Security and governance Connect identity, platform policy, code security, data protection, compliance, and responsible AI controls. AB-731 · AB-900 · CC · EX200 · FC0-U71 · GOOGLE-CLOUD-DIGITAL-LEADER · GOOGLE-GENERATIVE-AI-LEADER · LFCA · NSE-1-CYBERSECURITY · NSE-2-CYBERSECURITY · NSE-3-CYBERSECURITY · PANW-CYBERSECURITY-APPRENTICE · PANW-CYBERSECURITY-PRACTITIONER · PCES-30-01 · SC-900 · SERVICENOW-CSA · 100-150 · 100-160 · 220-1202 · AB-620 · AB-650 · AI-200 · AI-300 · AZ-104 · AZ-700 · AZ-800 · AZ-801 · AZ-802 · CKA · CKAD · CV0-004 · DATABRICKS-DATA-ANALYST-ASSOCIATE · DATABRICKS-DATA-ENGINEER-ASSOCIATE · DATABRICKS-GENERATIVE-AI-ENGINEER-ASSOCIATE · DEA-C01 · DP-300 · DP-420 · DP-600 · DP-700 · DP-750 · DP-800 · DVA-C02 · EX280 · EX294 · GH-100 · GH-500 · GH-600 · GOOGLE-ASSOCIATE-CLOUD-ENGINEER · LFCS · MD-102 · MLA-C01 · MLA-C02 · MONGODB-ASSOCIATE-ATLAS-ADMINISTRATOR · N10-009 · NSE-4-FORTIOS · NSE-5-CLOUD-SECURITY · NSE-5-SASE · NSE-5-SECURE-NETWORKING · NSE-5-SECURITY-OPERATIONS · NSE-6-CLOUD-SECURITY · NSE-6-SASE · NSE-6-SECURE-NETWORKING · NSE-6-SECURITY-OPERATIONS · NSE-I-MSSP-SECURITY · PANW-CLOUD-SECURITY-ENGINEER · PANW-CLOUD-SECURITY-PROFESSIONAL · PANW-NETWORK-SECURITY-ANALYST · PANW-NETWORK-SECURITY-PROFESSIONAL · PANW-NGFW-ENGINEER · PANW-SD-WAN-ENGINEER · PANW-SECURITY-OPERATIONS-PROFESSIONAL · PANW-SSE-ENGINEER · PANW-XDR-ANALYST · PANW-XDR-ENGINEER · PANW-XSIAM-ANALYST · PANW-XSIAM-ENGINEER · PANW-XSOAR-ENGINEER · SAA-C03 · SALESFORCE-AGENTFORCE-SPECIALIST · SALESFORCE-PLATFORM-APP-BUILDER · SALESFORCE-PLATFORM-DEVELOPER · SC-200 · SC-300 · SC-401 · SC-500 · SERVICENOW-CAD · SOA-C03 · SPLK-5001 · SPLK-5002 · SSCP · SY0-701 · VAULT-ASSOCIATE-003 · XK0-006 · 200-301 · 200-901 · AB-100 · AI-500 · AIP-C01 · ANS-C01 · AZ-400 · CCSP · CISSP · CKS · DATABRICKS-DATA-ENGINEER-PROFESSIONAL · DOP-C02 · EX267 · EX378 · GOOGLE-PROFESSIONAL-AGENTIC-ARCHITECT · GOOGLE-PROFESSIONAL-CLOUD-ARCHITECT · GOOGLE-PROFESSIONAL-CLOUD-SECURITY-ENGINEER · MS-102 · NSE-7-CLOUD-SECURITY · NSE-7-SASE · NSE-7-SECURE-NETWORKING · NSE-7-SECURITY-OPERATIONS · NSE-8 · NSE-I-OT-SECURITY · PANW-NETWORK-SECURITY-ARCHITECT · PANW-SECURITY-OPERATIONS-ARCHITECT · SAP-C02 · SC-100 · SCS-C03 · SPLK-5003 · VAULT-OPERATIONS-PROFESSIONAL 117 guides Administration and architecture Design and operate governed platforms, enterprise services, Copilot environments, and agentic business solutions. AB-730 · AB-731 · AB-900 · AZ-900 · EX200 · FC0-U71 · GOOGLE-GENERATIVE-AI-LEADER · LFCA · NCA-AIIO · SALESFORCE-PLATFORM-ADMINISTRATOR · SERVICENOW-CSA · SOL-C01 · SPLUNK-O11Y-METRICS-USER · 100-150 · 220-1201 · 220-1202 · AB-210 · AB-250 · AB-410 · AB-620 · AB-650 · AI-200 · AI-300 · AIB-C01 · AZ-104 · AZ-120 · AZ-140 · AZ-700 · AZ-800 · AZ-801 · AZ-802 · CKA · CKAD · CV0-004 · DATABRICKS-DATA-ANALYST-ASSOCIATE · DATABRICKS-DATA-ENGINEER-ASSOCIATE · DATABRICKS-GENERATIVE-AI-ENGINEER-ASSOCIATE · DATABRICKS-MACHINE-LEARNING-ASSOCIATE · DEA-C01 · DP-300 · DP-420 · DP-600 · DP-700 · DP-750 · DP-800 · DVA-C02 · EX280 · EX294 · GH-100 · GH-600 · GOOGLE-ASSOCIATE-CLOUD-ENGINEER · LFCS · MB-230 · MB-310 · MB-330 · MB-500 · MB-800 · MB-820 · MD-102 · MLA-C01 · MLA-C02 · MONGODB-ASSOCIATE-ATLAS-ADMINISTRATOR · MS-700 · MS-721 · N10-009 · NSE-4-FORTIOS · PL-300 · PL-400 · SAA-C03 · SALESFORCE-AGENTFORCE-SPECIALIST · SALESFORCE-PLATFORM-APP-BUILDER · SALESFORCE-PLATFORM-DEVELOPER · SC-200 · SC-300 · SC-401 · SC-500 · SERVICENOW-CAD · SOA-C03 · SPLUNK-ADVANCED-POWER-USER · SPLUNK-CLOUD-ADMIN · SPLUNK-ENTERPRISE-ADMIN · SY0-701 · TERRAFORM-ASSOCIATE-004 · VAULT-ASSOCIATE-003 · XK0-006 · 200-301 · 200-901 · AB-100 · AI-500 · AIP-C01 · ANS-C01 · AZ-305 · CCSP · CKS · DATABRICKS-DATA-ENGINEER-PROFESSIONAL · DATABRICKS-MACHINE-LEARNING-PROFESSIONAL · DOP-C02 · EX267 · GOOGLE-PROFESSIONAL-AGENTIC-ARCHITECT · GOOGLE-PROFESSIONAL-CLOUD-ARCHITECT · MS-102 · NCP-AIO · NSE-7-CLOUD-SECURITY · NSE-7-SASE · NSE-7-SECURE-NETWORKING · NSE-7-SECURITY-OPERATIONS · NSE-8 · NSE-I-OT-SECURITY · PANW-NETWORK-SECURITY-ARCHITECT · PANW-SECURITY-OPERATIONS-ARCHITECT · SAP-C02 · SC-100 · SCS-C03 · SPLUNK-CORE-CONSULTANT · SPLUNK-ENTERPRISE-ARCHITECT · TERRAFORM-AUTHORING-OPERATIONS-PROFESSIONAL · VAULT-OPERATIONS-PROFESSIONAL 3 guides Audit, risk, and security management Connect independent assurance, enterprise technology risk, security governance, and management-level control decisions. CISA · CISM · CRISC 33 guides Programming and software development Build language fundamentals, then connect application code, testing, data access, automation, delivery, and platform-specific development. C3000-006 · CLE-10-01 · CPE-20-01 · JSE-40-01 · PCEA-30-01 · PCED-30-02 · PCEI-30-01 · PCEP-30-02 · PCES-30-01 · PCET-30-01 · WDE-40-01 · CLA-11-03 · CPA-21-02 · DATABRICKS-ASSOCIATE-DEVELOPER-APACHE-SPARK · DVA-C02 · GH-200 · GH-300 · GH-600 · JSA-41-01 · MB-500 · MB-820 · MONGODB-ASSOCIATE-DEVELOPER · PCAD-31-02 · PCAP-31-03 · PCAT-31-01 · PL-400 · SALESFORCE-PLATFORM-DEVELOPER · WDA-41-01 · CLP-12-01 · CPP-22-02 · EX267 · EX378 · PCPP-32-101 5 guides Productivity and office Develop practical document, spreadsheet, presentation, collaboration, automation, and accessible-delivery skills in Microsoft 365 Apps. MO-110 · MO-210 · MO-310 · MO-111 · MO-211 6 guides Enterprise AI, data, and security Connect foundational and generative AI engineering with enterprise SIEM, data protection, and database administration practices. C1000-206 · C1000-156 · C1000-175 · C1000-184 · C1000-185 · C1000-197 1 guides Java platform Develop current Java language, core API, concurrency, module, packaging, and deployment skills through runnable code. 1Z0-830 9 guides Oracle Cloud Infrastructure Build OCI foundations through professional architecture, development, DevOps, networking, operations, security, and observability skills using authorized designs, deployments, failure tests, and evidence-led troubleshooting. 1Z0-1085-26 · 1Z0-1072-26 · 1Z0-997-26 · 1Z0-1067-26 · 1Z0-1084-26 · 1Z0-1104-26 · 1Z0-1109-26 · 1Z0-1111-26 · 1Z0-1124-26 2 guides Oracle AI Database Develop SQL and database-administration skills through executable queries, scoped security, recoverable operations, data movement, and measured tuning. 1Z0-171 · 1Z0-182

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Browse by provider GitHub 6 guides · GH-900 · GH-100 · GH-200 · GH-300 · GH-500 · GH-600 Browse by provider Microsoft 51 guides · AB-730 · AB-731 · AB-900 · AI-901 · AZ-900 · DP-900 · PL-900 · SC-900 · AB-210 · AB-250 · AB-410 · AB-620 · AB-650 · AI-103 · AI-200 · AI-300 · AZ-104 · AZ-120 · AZ-140 · AZ-700 · AZ-800 · AZ-801 · AZ-802 · DP-300 · DP-420 · DP-600 · DP-700 · DP-750 · DP-800 · MB-230 · MB-310 · MB-330 · MB-500 · MB-800 · MB-820 · MD-102 · MS-700 · MS-721 · PL-300 · PL-400 · SC-200 · SC-300 · SC-401 · SC-500 · AB-100 · AI-500 · AZ-305 · AZ-400 · AZ-401 · MS-102 · SC-100 Browse by provider HashiCorp 4 guides · TERRAFORM-ASSOCIATE-004 · VAULT-ASSOCIATE-003 · TERRAFORM-AUTHORING-OPERATIONS-PROFESSIONAL · VAULT-OPERATIONS-PROFESSIONAL Browse by provider Databricks 7 guides · DATABRICKS-ASSOCIATE-DEVELOPER-APACHE-SPARK · DATABRICKS-DATA-ANALYST-ASSOCIATE · DATABRICKS-DATA-ENGINEER-ASSOCIATE · DATABRICKS-GENERATIVE-AI-ENGINEER-ASSOCIATE · DATABRICKS-MACHINE-LEARNING-ASSOCIATE · DATABRICKS-DATA-ENGINEER-PROFESSIONAL · DATABRICKS-MACHINE-LEARNING-PROFESSIONAL Browse by provider AWS 14 guides · AIF-C01 · CLF-C02 · AIB-C01 · DEA-C01 · DVA-C02 · MLA-C01 · MLA-C02 · SAA-C03 · SOA-C03 · AIP-C01 · ANS-C01 · DOP-C02 · SAP-C02 · SCS-C03 Browse by provider Red Hat 5 guides · EX200 · EX280 · EX294 · EX267 · EX378 Browse by provider CompTIA 7 guides · FC0-U71 · 220-1201 · 220-1202 · CV0-004 · N10-009 · SY0-701 · XK0-006 Browse by provider Linux Foundation 5 guides · LFCA · CKA · CKAD · LFCS · CKS Browse by provider Google Cloud 8 guides · GOOGLE-CLOUD-DIGITAL-LEADER · GOOGLE-GENERATIVE-AI-LEADER · GOOGLE-ASSOCIATE-CLOUD-ENGINEER · GOOGLE-PROFESSIONAL-AGENTIC-ARCHITECT · GOOGLE-PROFESSIONAL-CLOUD-ARCHITECT · GOOGLE-PROFESSIONAL-CLOUD-SECURITY-ENGINEER · GOOGLE-PROFESSIONAL-DATA-ENGINEER · GOOGLE-PROFESSIONAL-MACHINE-LEARNING-ENGINEER Browse by provider Cisco 4 guides · 100-150 · 100-160 · 200-301 · 200-901 Browse by provider Snowflake 4 guides · COF-C03 · SOL-C01 · GES-C02 · DEA-C02 Browse by provider ISC2 4 guides · CC · SSCP · CCSP · CISSP Browse by provider NVIDIA 3 guides · NCA-AIIO · NCA-GENL · NCP-AIO Browse by provider Salesforce 4 guides · SALESFORCE-PLATFORM-ADMINISTRATOR · SALESFORCE-AGENTFORCE-SPECIALIST · SALESFORCE-PLATFORM-APP-BUILDER · SALESFORCE-PLATFORM-DEVELOPER Browse by provider MongoDB 3 guides · MONGODB-ASSOCIATE-ATLAS-ADMINISTRATOR · MONGODB-ASSOCIATE-DATA-MODELER · MONGODB-ASSOCIATE-DEVELOPER Browse by provider ServiceNow 2 guides · SERVICENOW-CSA · SERVICENOW-CAD Browse by provider Palo Alto Networks 17 guides · PANW-CYBERSECURITY-APPRENTICE · PANW-CYBERSECURITY-PRACTITIONER · PANW-CLOUD-SECURITY-ENGINEER · PANW-CLOUD-SECURITY-PROFESSIONAL · PANW-NETWORK-SECURITY-ANALYST · PANW-NETWORK-SECURITY-PROFESSIONAL · PANW-NGFW-ENGINEER · PANW-SD-WAN-ENGINEER · PANW-SECURITY-OPERATIONS-PROFESSIONAL · PANW-SSE-ENGINEER · PANW-XDR-ANALYST · PANW-XDR-ENGINEER · PANW-XSIAM-ANALYST · PANW-XSIAM-ENGINEER · PANW-XSOAR-ENGINEER · PANW-NETWORK-SECURITY-ARCHITECT · PANW-SECURITY-OPERATIONS-ARCHITECT Browse by provider Fortinet 19 guides · NSE-1-CYBERSECURITY · NSE-2-CYBERSECURITY · NSE-3-CYBERSECURITY · NSE-4-FORTIOS · NSE-5-CLOUD-SECURITY · NSE-5-SASE · NSE-5-SECURE-NETWORKING · NSE-5-SECURITY-OPERATIONS · NSE-6-CLOUD-SECURITY · NSE-6-SASE · NSE-6-SECURE-NETWORKING · NSE-6-SECURITY-OPERATIONS · NSE-I-MSSP-SECURITY · NSE-7-CLOUD-SECURITY · NSE-7-SASE · NSE-7-SECURE-NETWORKING · NSE-7-SECURITY-OPERATIONS · NSE-8 · NSE-I-OT-SECURITY Browse by provider Splunk 11 guides · SPLUNK-CORE-POWER-USER · SPLUNK-CORE-USER · SPLUNK-O11Y-METRICS-USER · SPLK-5001 · SPLK-5002 · SPLUNK-ADVANCED-POWER-USER · SPLUNK-CLOUD-ADMIN · SPLUNK-ENTERPRISE-ADMIN · SPLK-5003 · SPLUNK-CORE-CONSULTANT · SPLUNK-ENTERPRISE-ARCHITECT Browse by provider ISACA 3 guides · CISA · CISM · CRISC Browse by provider Python Institute 10 guides · PCEA-30-01 · PCED-30-02 · PCEI-30-01 · PCEP-30-02 · PCES-30-01 · PCET-30-01 · PCAD-31-02 · PCAP-31-03 · PCAT-31-01 · PCPP-32-101 Browse by provider C++ Institute 6 guides · CLE-10-01 · CPE-20-01 · CLA-11-03 · CPA-21-02 · CLP-12-01 · CPP-22-02 Browse by provider JS Institute 4 guides · JSE-40-01 · WDE-40-01 · JSA-41-01 · WDA-41-01 Browse by provider Microsoft Office Specialist 5 guides · MO-110 · MO-210 · MO-310 · MO-111 · MO-211 Browse by provider IBM 7 guides · C1000-206 · C3000-006 · C1000-156 · C1000-175 · C1000-184 · C1000-185 · C1000-197 Browse by provider Oracle 12 guides · 1Z0-1085-26 · 1Z0-171 · 1Z0-182 · 1Z0-1072-26 · 1Z0-830 · 1Z0-997-26 · 1Z0-1067-26 · 1Z0-1084-26 · 1Z0-1104-26 · 1Z0-1109-26 · 1Z0-1111-26 · 1Z0-1124-26

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OpenAI and Anthropic matter to partner teams, but neither currently exposes a complete public blueprint. These references separate verified program facts, public learning, and private assessment boundaries.

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Depth you can inspect

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The official study guide defines scope. Dated snapshots reveal changes without silently rewriting the learning material.

02

Concept to decision

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03

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Technical claims trace back to public documentation. Courses and expert resources support learning without becoming authority.

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Every study guide is generated or substantially developed with AI. This project is not affiliated with or endorsed by any certification or training provider. A Sources + objectives checked state records an AI-assisted quality gate; it does not mean an independent person reviewed the complete guide. Complete human review exists only where a guide is explicitly labeled Community reviewed. Always use the linked official blueprint as the final authority.

Catalog generated from the repository certification, exam, and source registries on 2026-10-29.