Monitor and troubleshoot applications on Azure Kubernetes Service

Learn to monitor application health, inspect logs and metrics, troubleshoot pods and Services, and verify connectivity for AI workloads on Azure Kubernetes Service (AKS).

Learning objectives

After completing this module, you'll be able to:

• Explain key monitoring signals for AI workloads running on Azure Kubernetes Service.
• Use kubectl and Azure tools to inspect logs and metrics for applications.
• Troubleshoot pod and Service issues that affect AI APIs and workers.
• Verify Service and ingress connectivity paths to ensure clients can reach AI services.