AI coding agents are shipping code faster than ever — but the 2025 DORA report shows incidents per pull request are rising sharply. Here is what that means for your on-call rotation.
Define a custom AnalysisTemplate that queries business metrics — order completion rate, payment success rate, or checkout funnel conversion — from Prometheus using instrumented application counters. Set the successCondition to compare the canary metric against the stable baseline using a percentage threshold rather than an absolute value, so the rollback logic scales with traffic volume rather than failing on quiet periods.
Use dependency-cruiser with a .dependency-cruiser.js ruleset that defines forbidden import paths between service modules. Run it as a mandatory CI step that exits with a non-zero code when violations are detected. For monorepos, pair with Nx affected graph analysis to only validate modules touched by the PR rather than scanning the entire codebase on every commit.
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