October 2026 · Azure DevOps · GitHub · AI · Microsoft Certifications
Microsoft’s AZ-401: Designing and Implementing Microsoft Agentic DevOps Solutions (beta) introduces a certification exam focused on bringing AI assistance into real-world DevOps engineering. It is part of the requirements for Microsoft Certified: Agentic DevOps Engineer Expert (beta).
What is Agentic DevOps?
Agentic DevOps builds on established practices—source control, CI/CD, automated tests, infrastructure as code, security and monitoring—by integrating AI assistants and agents into engineering workflows. Examples include using GitHub Copilot to draft pipelines, using Model Context Protocol (MCP) servers to connect assistants to development platforms, and employing AI-assisted tools for troubleshooting and observability. Human review, access controls and reliable release processes remain essential.
What does AZ-401 measure?
- Processes and communications (15–20%): work tracking, documentation, metrics, collaboration and MCP-based integrations.
- Source control (10–15%): branching, pull requests, protections, repository permissions and migrations.
- Build and release pipelines (35–40%): Azure Pipelines, GitHub Actions, tests, packages, deployment strategies, YAML, GitHub Agentic Workflows and infrastructure as code.
- Security and compliance (15–20%): secretless authentication, workload identities, Key Vault, permissions, code and dependency scanning.
- Instrumentation (15–20%): monitoring, KQL, Application Insights, Azure SRE Agent and AI-assisted operational investigation.
Technologies to practice
The official guide expects practical experience with Azure DevOps, GitHub, Microsoft and GitHub AI tools, YAML, KQL and Bicep. Useful hands-on exercises include building multi-stage pipelines with approvals, configuring GitHub Actions with federated identity, connecting MCP servers to development workflows, and investigating application incidents using Azure Monitor.
AZ-401 and AZ-400: what is different?
AZ-400 focuses on implementing Microsoft DevOps solutions. AZ-401 retains many core DevOps engineering skills while explicitly covering AI-assisted workflows, MCP and agents. These are distinct exams; do not assume AZ-401 automatically replaces AZ-400.
A practical study plan
- Read the AZ-401 skills-measured guide and note the weight of each domain.
- Build CI/CD pipelines in both Azure Pipelines and GitHub Actions.
- Practice GitHub Copilot, MCP servers and controlled agent-assisted workflows.
- Implement secure service connections, Key Vault integration and secretless authentication.
- Configure quality gates, security scans and deployment strategies such as canary and blue-green.
- Use Azure Monitor, Application Insights and KQL for reliability investigations.
What to know about the beta
As of October 2026, Microsoft lists AZ-401 as a beta exam offered in English. Beta results are not scored immediately, and an official practice assessment is not yet available. Check Microsoft Learn before scheduling because objectives and beta details can change.
Final thoughts
AZ-401 reflects a shift from merely automating delivery processes to designing engineering systems where AI assistance is integrated responsibly. For cloud architects and platform engineers, the opportunity is to combine proven DevOps fundamentals with secure, observable and reviewable agentic workflows.