You once said parallel CI made a bug worse instead of faster. What happened there?

Adding parallel CI jobs can backfire when jobs share external resources like test accounts and endpoints, causing them to interfere with each other and multiply failures. The fix is giving each job its own isolated environment with unique data, which preserves speed while eliminating flaky test noise.