Devops iconDevopsSep 15, 2026

Stop Chasing 100% Test Coverage: Why DevOps Teams Need to Test Smarter, Not More

As applications become more complex and release cycles continue to accelerate, testing everything simply isn't realistic, even with the support of AI.

Stop Chasing 100% Test Coverage: Why DevOps Teams Need to Test Smarter, Not More

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Useful takeaways from this story.

As applications become more complex and release cycles continue to accelerate, testing everything simply isn't realistic, even with the support of AI.

For years, the default answer has been "more." More automated tests.

Every software team eventually runs into the same question: How much testing is enough?

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The useful part

As applications become more complex and release cycles continue to accelerate, testing everything simply isn't realistic, even with the support of AI. For years, the default answer has been "more." More automated tests.

Details worth keeping

For years, the default answer has been "more." More automated tests.

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