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AZ-401 guide intake and source validation — October 29, 2026

Why the guide was added

AZ-401 previously existed only as a research seed in config/certification-seeds.json and CERTIFICATIONS.txt. It was absent from config/exams.json, which intentionally lists only credentials with complete, source-validated guides and drives the public website. The current AZ-401 scope is sufficiently published to support a full guide, so this work promotes the seed to the site catalog.

Official scope and credential identity

Opened current Microsoft credential, dedicated exam and study-guide pages October 29:

  • https://learn.microsoft.com/en-us/credentials/certifications/agentic-devops-engineer-expert/
  • https://learn.microsoft.com/en-us/credentials/certifications/exams/az-401/
  • https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/az-401

The dedicated exam page and study guide agree on the title, beta status and five DevOps domains. The study guide page displayed last updated October 13, 2026, and the complete objective map is preserved in data/objective-snapshots/az-401-official-objectives.txt. The credential landing page’s “Assessed on this exam” block repeats unrelated AB-100 objectives; an exam-page related-certification block also contains generic architect copy. Neither is used as AZ-401 scope. No retirement date or formal prerequisite credential was identified. The exam page displayed English, score 700 and delayed beta results. It does not state duration or item count; it says pricing varies by country or region without giving the local amount.

Technical and learning evidence

Technical research used official Microsoft Learn, Azure DevOps, Azure Monitor, Entra and GitHub documentation. It maps all five domains to role/decision explanations, failure boundaries and learner checks. The guide emphasizes MCP authorization, generated-workflow review, workload identity, protected-resource approvals, progressive deployment, scanner coverage, and independent verification of AI-assisted observability. Preview stages, plans, regions, clients, issuers and schemas are labeled volatile. No product behavior or cloud resource was executed.

Learning-resource research found an official seven-unit introduction to agentic DevOps, MicrosoftLearning’s public DevOps exercise collection, and Azure Pipelines documentation. Specific lab pages state duration and access requirements. The guide labels estimates, prerequisites and potential Azure/Copilot cost; it does not present a general orientation or lab set as full AZ-401 course coverage. A bounded search found no clearly named exam-specific course; this does not prove none exists.

Publication and validation

The new guide is mapped to the complete current objective snapshot, with five domain sections, proposed safe labs, original readiness checks, evaluated learning resources and a prominent beta/issuer-copy caveat. A fresh-context review identified gaps in objective-specific depth, and those were addressed with pipeline inspection steps, package feed/view decisions, test evidence tasks, token distinctions, platform-specific scanning coverage, Git recovery commands, and named GitHub Insights/log guidance. The updated guide now has 49 unique cataloged links; the 13 newly added source records were checked and reachable. Automated source health is recorded separately and is not described as proof of technical correctness.

The credential remains beta, and product capabilities evolve. Recheck the exam-specific page and blueprint before each future freshness pass. Fresh-context rubric-v2 audits identified and drove repair of objective-depth and pricing-evidence gaps. The full ten-check audit passed all checks with one low review-evidence note; a focused fresh-context check then verified the seed wording repair. The audit ledger records the repair disposition as pass while retaining the ten check results bound to the unchanged guide and snapshot hashes. The focused check did not reissue the ten-check audit. AI review is not human review.