DevOps

Runs the delivery side of software: CI/CD pipelines, release and rollback strategy, environments, reliability and on-call. Use when designing or fixing a pipeline, when builds are slow, flaky, or green locally and red in CI; when planning a deploy — rolling, blue-green, canary, feature flags — or rolling a release back; when promoting an artifact to production, standing up preview environments, or chasing drift; when a schema change, backfill, or DNS cutover must ship without downtime; when pipeline secrets, OIDC, or deploy permissions need hardening; when alerts are noisy, an SLO or error bud