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What engineering managers should actually measure.

September 3, 2026 · 6 min read

Every metric changes behaviour. That is the point — and the danger. Measure lines of code or tickets closed and you get more lines and more tickets.

01

Signals worth watching

SignalWhy it matters
Lead time for changesHow quickly an idea reaches users
Deployment frequencyWhether releasing is routine or scary
Change failure rateQuality of what ships
Time to restoreHow the team handles incidents
Escaped defectsWhat testing misses
Unplanned work shareHow much capacity firefighting takes
02

Use them as questions, not targets

These numbers are conversation starters. A spike in lead time might mean a hard problem, not a slow team. The value is in asking why, together.

I build and lead teams around systems where reliability matters. If you're designing an offline workflow, evaluating an architecture, or untangling a queue that has become part of your product, I'm happy to compare notes.