How long does a pipeline overhaul realistically take?

“It depends on your starting point. A targeted remediation of existing pipelines typically takes 1–3 weeks. A full rebuild with quality gates, security scans, and staging environments requires 3–6 weeks. We always start with an audit so you know what to expect before committing.”