~/talk

Open Source Warehouse Native A/B Testing.

Talkat Scale By the Bay 2023 · 2023-11-13..11-15· [data-engineering]
slides:none on file

A claim that companies can run production A/B testing directly on their data warehouse using GrowthBook is demonstrated with a Docker container that connects to BigQuery, autodiscovers metrics, exposes all SQL for auditing, and includes feature flags for variation assignment. Industry experiments win about 33% of the time, so the talk warns against self-building due to one-statistics-bug risk and recommends AA tests, sample ratio checks, guarding against p‑hacking, and making experimentation a continuous part of product development. The platform is open source.

AI-written summary · about

  1. 0:00Introduction to A/B testing
  2. 4:27Why we A/B test
  3. 7:57Growth Book platform demo
  4. 13:40Semmelweis reflex in testing
  5. 18:17Experimentation frequency
  6. 21:49Common testing mistakes
  7. 24:39Conclusion and key takeaways
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