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DevOps practices, CI/CD, and cloud computing tutorials

GitOps with Flux v2: Production Setup with Multi-Tenant Workloads

GitOps with Flux v2: Production Setup with Multi-Tenant Workloads

Flux v2 is the mature production GitOps engine for Kubernetes in 2026, having stabilized into a CNCF graduated project with broad adoption. This is a practical guide for running it at scale: the right repository structure, multi-tenant isolation patterns that actually work, secret management with SOPS or sealed-secrets, image automation, drift detection, and the operational patterns that turn GitOps from a buzzword into a reliable deployment model....

Kubernetes 1.31 Upgrade Guide: Breaking Changes and a Safe Migration Path

Kubernetes 1.31 Upgrade Guide: Breaking Changes and a Safe Migration Path

Kubernetes 1.31 is one of the more disruptive recent releases โ€” removed in-tree volume plugins, AppArmor going GA, structured authentication maturing, and several long-deprecated APIs finally going away. This is a battle-tested upgrade guide for production clusters: what breaks, what to test on staging, and a safe step-by-step migration path that does not page you at 2 AM....