Using AI Coding Agents for DevOps: Terraform, Ansible, and Kubernetes with OpenCode
AI coding agents aren’t just for web developers cranking out React components. If you spend your days writing…
AI coding agents aren’t just for web developers cranking out React components. If you spend your days writing…
etcd snapshots protect cluster state, but they don’t capture your application data. If a MariaDB pod stores data…
Running an outdated Kubernetes minor version means missing security patches and losing access to new API features. kubeadm…
Every pod in your cluster runs with a ServiceAccount. If you haven’t configured RBAC, that ServiceAccount can do…
Ingress served Kubernetes well for years, but its annotation-driven configuration hit a wall when you needed weighted routing…
Calico works fine until you need to debug why pod X can’t reach pod Y across namespaces. Then…
Your etcd cluster just lost quorum at 3am. The Kubernetes API server won’t respond, kubectl hangs, and your…
A single control plane node is a single point of failure. When it goes down, you lose the…
Managing nodes is where Kubernetes operations get real. Anyone can spin up a cluster, but keeping it healthy…
Kubernetes RBAC works, but it gets tedious fast when you’re managing multiple teams across dozens of namespaces. Rancher…
Most Rancher installation guides start with RKE2, Helm charts, and load balancers. That’s the right approach for production,…
Every Kubernetes cluster needs a networking layer that actually works, and Rancher-managed clusters (RKE2 and K3s) ship with…