~/talk

Embracing the Monolith in Small Teams

Talkat PyData Chicago 2016 · 2016-08-26..08-28· [python]
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slides:none on file

Argument for a monolith focuses on specifics: small cross‑disciplinary teams use Django + IPython + Postgres plus Segment and Stitch to centralize data, run exploration in the same codebase, and push a slash report in Slack for nontechnical staff. A deployed predictive model exists as an extracted service but initially causes a latency spike that triggers 2am alerts; analytics speed jumps from ~200s on Postgres to ~4s on Redshift; product claims users sleep ~54 minutes more on average, and those metrics guide choices.

AI-written summary · about

  1. 0:00Monoliths in small teams
  2. 5:09Slow product cycles
  3. 13:17Business vs technical balance
  4. 18:11Monolith vs microservices trade-offs
  5. 22:05Django for monoliths
  6. 24:57Reusing code for data exploration
  7. 27:24Django ORM with pandas
  8. 29:09Free instrumentation benefits
  9. 30:11Self-serve analytics
  10. 33:03Slack data delivery
  11. 35:08Python and AWS scrappy
  12. 35:52Q&A
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