Typically this comes from 7+ years of production engineering experience, or equivalent depth in product, platform, infrastructure, or developer tools. Helpful background includes CI systems, GitHub Actions, build tooling, Docker/BuildKit, remote caching, auth/SSO, billing, or observability.