AI-200 Containers on Azure: What to Practice for the Exam

The container domain in AI-200 is about deploying AI back ends in a repeatable, secure, and scalable way. You do not need to memorize every Kubernetes object, but you do need to know what Azure service solves each container problem.

Start with Azure Container Registry

Azure Container Registry is the center of the image workflow. Practice building, tagging, pushing, and pulling images. Then go deeper: learn how ACR Tasks can build images in Azure, rebuild when base images change, and support repeatable release pipelines. AI-200 scenarios may describe a team that cannot rely on a developer laptop or local Docker daemon. That is an ACR Tasks clue.

Know where to host containers

App Service is a straightforward home for a containerized web API. Azure Container Apps is a strong fit for microservices, revision management, event-driven scaling, and background workers. AKS is the Kubernetes option when the scenario calls for Kubernetes manifests, richer orchestration control, or existing cluster operations.

For AI workloads, pay attention to configuration. Model endpoints, queue names, database settings, and secrets should not be baked into image layers. App settings, managed identity, and secret references are more maintainable and safer.

Practice KEDA and revision scenarios

KEDA matters because AI systems often process queues. If a document-ingestion worker should scale based on pending messages, Azure Container Apps with a KEDA scaler is a natural answer. If a new model gateway revision should receive only part of the traffic, Container Apps revision traffic splitting should come to mind.

Troubleshoot like an operator

AI-200 also expects troubleshooting judgment. If an AKS-hosted API cannot reach a vector database, inspect pod logs, Kubernetes events, service configuration, network policy, and connectivity. If a Container Apps revision fails, check revision state, environment variables, logs, and ingress.

Once you have built a few small services, test the decision-making side with the AI-200 practice exam on ExamStudyApp. Container questions are easiest when you have seen the services, but practice questions help you recognize the wording that points to ACR, App Service, Container Apps, KEDA, or AKS.