How to integrate CI/CD security scanning: GitLab, GitHub Actions, and Jenkins checklist

Integrate CI/CD security scanning on GitLab, GitHub Actions, and Jenkins: stage placement, externalized credentials, layered scans, and exit-code handling. For DevOps and platform engineers—run one pipeline first, then align to a shared ScanJob model. Confirm details against official docs and the current product version.