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PMI Agile Certified Practitioner · PMI
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- When tests pass but production still has issues, the solution is testing in production with limited blast radius. Canary releases (deploying to a small subset of users and monitoring metrics) with automated rollback provides safety while maintaining deployment speed. More unit tests (A) won't catch production-specific issues. Manual approval (C) slows delivery without improving detection. Environment parity (D) helps but can't eliminate all production-specific variables.