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Push-Button Reliability Testing for Cloud-Backed Applications with Rainmaker

Talkat NSDI 2023 · 2023-04-17..04-19· [devops-and-delivery]
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name:Ze Yang
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slides:none on file

A push-button SDK called Rainmaker injects faults at the REST-layer fault injection using an HTTP proxy and automatic fault policies so existing test suites run without new oracles or workloads. It detects real issues — 73 bugs (55 confirmed, 51 fixed) across 11 cloud-backed apps — including semantic violations, unrelated exceptions, and state divergence. Rainmaker generates optimized test plans and reduces exhaustive runtime from ~580 days to about 56 hours while keeping false alarms low.

AI-written summary · about

  1. 0:00Intro
  2. 0:38The emerging cloud-based programming model
  3. 1:49Dark side: new reliability challenges
  4. 3:37Does retry solve all the problems?
  5. 6:47Design goals of Rainmaker
  6. 7:45A taxonomy of error-handling bugs
  7. 8:45Silent semantic violations
  8. 9:13State divergence
  9. 10:24Rainmaker's fault injection policies
  10. 11:21Rainmaker performs HTTP layer injection
  11. 11:58Rainmaker reuses existing test oracles
  12. 14:21Generating test plans
  13. 15:21Finding new bugs
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