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Who Watches the Watchers? On the Reliability of Softwarizing Cloud Application Management

Talkat NSDI '26 · 2026-05-04..05-06· [kubernetes, devops-and-delivery]
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name:Zhen Tang
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name:Yiming Su
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name:Yue Zhang
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slides:none on file

Study analyzes 412 real-world failures across 13 Kubernetes operators and finds 42% stem from operator–application interactions, with 64% of those being semantic violations. A push-button tester called Oat synthesizes application-specific states, injects application-targeted faults, and uncovers 86 new bugs in six popular operators. The evaluation shows 72% of failures need application-specific properties and 41% require injected faults, highlighting lack of a well-specified management interface.

AI-written summary · about

  1. 0:00Operator reliability issues
  2. 2:05Operators in production failures
  3. 4:30412 real-world operator failures
  4. 6:58Failure patterns in apps
  5. 9:26Semantic violations in logic
  6. 11:34Oat testing tool
  7. 14:06Oat evaluation results
  8. 15:29Future of management interfaces
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