Containerized CI/CD with GitLab CI or GitHub Actions: build, test, security scan, deploy to Kubernetes, rollback strategy, pipeline hardening. Deliverables: working pipelines, pipeline-as-code repo, rollback runbook, training session. Timeline: 1-2 weeks.