The booking portal of Nordlicht Reisen GmbH, a fictional travel agency, has been delivered daily for months, and nobody looks at the delivery chain itself. On Monday the main branch sat in the red for four hours because a test was unstable and the notification landed in a mailbox that nobody reads. On Tuesday, pull request builds waited half an hour for a free agent. You are to monitor the delivery chain so that such things stand out before anyone asks: Who is called when, and what does that person look at?

The exam calls this: configure monitoring with Azure Monitor and Logs, Application, VM, Container, Storage and Network Insights, GitHub insights and alerts for GitHub Actions and Azure Pipelines.

Prior knowledge: Metrics, diagnostic settings, Log Analytics, alert rules and action groups as well as the insights for VM, storage and network are covered in AZ-104, lessons 5.1 to 5.4. Application Insights with OpenTelemetry, KQL, health checks and alerts for a .NET application are shown in K3, module 3.4; lead time and recovery time as metrics in K3, lesson 3.7.7 and AZ-400, lesson 1.3. This lesson applies that to the delivery chain: pipelines, runners, agents and the path to production.

What does the delivery chain monitor?

The delivery chain has signals of its own that are not in any application:

Signal Question Source
Pipeline health How often does it fail, how long does it take, which task fails most often? pipeline reports (Azure DevOps), Actions metrics (GitHub)
Wait time How long does a job stand in the queue? Actions performance metrics, agent pool view
Agents and runners Are they alive, are they busy? VM insights for self-hosted machines, pool pages
Approvals Is an approval waiting too long? notification "Run stage waiting for approval"
Changes to the platform Who changed permissions, connections, PATs? audit log and audit stream
State after delivery Is the new version running healthy? Azure Monitor, Application Insights, alerts as a gate

A rule of thumb: Measure every signal at the place that knows it anyway, and forward only what gets someone to act.