Years of Experience: 5–7+ years Cloud & IaC: Azure, Terraform or Bicep, infrastructure-as-code patterns. CI/CD & containers: GitHub Actions or Azure DevOps Pipelines, Docker, Kubernetes (AKS). AI platform: Microsoft Foundry (deployments, evaluations, tracing), Azure AI Search, vector stores. Observability: Azure Monitor, Application Insights, Log Analytics, OpenTelemetry. Programming: Python for automation, tooling, evaluation orchestration, and operational support.