~/talk

A\B Test Best Practices and Fun Case Studies from Deliveroo

Talkat Droidcon London 2023 · 2023-10-26..10-27· [data-engineering]
links:none on file
slides:none on file

Deliveroo runs about 200 AB tests/year and uses experiments to turn guesses into dollars: removing the email button background increases sign‑ups, persisting baskets to disk raises completed orders, and preloading the home feed cuts time‑to‑interactive by 30% and drives more purchases. Adding images to recommendations lifts add‑to‑basket revenue (a later image bug cost measurable dollars and justified a hotfix), enabling tier switching increases Plus retention and often upsells users. Recommend feature flags for safety and Firebase recommendation for small teams.

AI-written summary · about

  1. 0:00Introduction and setup
  2. 1:55Sign-up screen AB test
  3. 6:08State restoration in app
  4. 9:20Home feed loading optimization
  5. 13:33Bug hotfix decision with data
  6. 16:01Plus subscription tier switching
  7. 19:33Pop-ups impact on sign-ups
  8. 22:47Convincing leadership to AB test
  9. 31:04AB testing best practices
  10. 34:11Q&A and summary
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