Sample Answer
On a consumer app team we had a fragile monolith causing 30% slower feature rollout and two high-severity incidents in a quarter. Product wanted three new features for an upcoming campaign, but I estimated an added two-week delay per feature without cleanup. I presented options with numbers: ship features now with a 25% higher incident risk and slower velocity, or invest three sprints to refactor the common module and cut future feature time by 40%. I proposed a compromise: one sprint of automated tests and API contracts plus a boutique refactor for the highest-risk module. Leadership approved when I showed projected saved engineering hours (approx. 320 over 6 months). Six months later deploy frequency rose 2.5x and incidents dropped 70%.
Keywords
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