Containers & Orchestration

Diagram showing Kubernetes cluster autoscaling: control plane nodes and pods scaling up and down, metrics-driven HPA and Cluster Autoscaler reacting to CPU, memory and request load

Docker Compose diagram: YAML defines services (web, db, cache), containers linked via networks, shared volumes, env vars, exposed ports for local orchestration and scaling services

Engineer debugs production containers: viewing logs/metrics, attaching shell, using tracing and health checks, breakpoints and rolling restarts quickly to isolate and fix failures.

Understanding the Critical Importance of Container Security Scanning Container security

Step-by-step migration from Docker Swarm to Kubernetes: inventory svcs, convert compose to manifests, adjust network/storage, deploy, test, monitor, rollback, and document results.

How to Monitor Containers with Prometheus In today's

Kubernetes Operators diagram: CRDs and controllers manage custom resources, running reconciliation loops to automate deployment, scaling, upgrades and self-healing across clusters.

Developer deploying container images to a secure private registry: CI/CD pipeline, versioned images, access controls, encryption, nodes showing push, pull and automated scanning...

Kubernetes stateful diagram showing StatefulSets, PersistentVolumes and Claims, headless service, stable pod identities, ordered scaling, reliable storage, backups and failover. HA

Kubernetes back-up and restore diagram: snapshot etcd, backup persistent volumes to offsite storage, verify backups, schedule automated jobs, and restore cluster state when needed.