Engineering signal capture
Start with operating reality, not technical opinion.
- Release drag Deployment frequency, lead time for changes, release freeze patterns, and percentage of roadmap work delayed by platform constraints.
- Rework Defect escape rate, support escalations, change failure rate, incident recurrence, and time spent rebuilding prior work.
- Architecture Major dependency risk, undocumented services, data model constraints, cloud cost volatility, and security or compliance debt.
- Talent impact Senior engineer time lost to firefighting, hiring difficulty caused by stack quality, and leadership dependency.