- Lint: golangci-lint (consent-service), ruff (Python), next lint (admin-core) - Tests: Go tests for consent-service with JSON reporting - Build: Docker images for consent-service, backend-core, admin-core - Security: SBOM generation + vulnerability scanning - Deploy: manual docker compose deployment