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Automated testing pipelines, continuous delivery workflows, and CI/CD runners are the heartbeat of the DevOps lifecycle. Ansible playbooks and YAML configurations evolve alongside the codebase, ensuring that deployments remain repeatable, predictable, and version-controlled. Secrets management in Vault and environment isolation in staging environments reduce human error and increase operational confidence.