~/talk

Keynote: Experimenting in a Sociotechnical System in Software Engineering

Talkat Swift Craft 2024 · 2024-05-21..05-24· [observability, engineering-leadership]
slides:none on file

Company value at Honeycomb treats changes as experiments and uses observability and feature flags as instruments: a session DB audit finds 5.99 million of 6 million inserts for a pointless redirect and code change stops them, freeing space; a Lambda A/B splits traffic 50/50 then 99/1 to test a new chip, reveals Go 1.17 and a compression library as bottlenecks and after fixes yields cost wins; a navbar A/B (50% new UI) cuts clicks to “data settings” but yields no statistically significant query lift; ensemble programming increases team knowledge flow.

AI-written summary · about

  1. 0:00Introduction and context
  2. 3:13What is an experiment?
  3. 9:01Experiments at the code level
  4. 14:03Testing in production
  5. 20:02AB testing with users
  6. 25:20Experiments in teams
  7. 35:20Action research in teams
  8. 46:46Scaling experiments and culture
  9. 51:47Conclusion and call to action
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