~/talk

Beyond Interactive: Empowering Everyone with Jupyter Notebooks

Talkat Crunch Conference 2019 · 2019-10-17..10-18· [data-science]
slides:none on file

Netflix captures 1 trillion events/day into S3, processes mainly with Spark and serves results via Snowflake/Druid/Redshift/Elasticsearch; notebooks become an execution and orchestration layer rather than just a scientist sandbox. Built Interact front end, Papermill for parameterized, immutable runs, and Mason-triggered scheduling on Titus containers; this pipeline converts 10,000 jobs into notebook-driven ETL and runs 250,000 daily executions, improves debugging with bundled logs and enables engineers, analysts and PMs to publish interactive documentation and scheduled jobs.

AI-written summary · about

  1. 0:00Intro
  2. 0:30What is Netflix
  3. 0:59Netflix international expansion
  4. 1:28Netflix traffic
  5. 3:55Company Culture
  6. 4:25Breaking Bad Example
  7. 6:28Data Platform Overview
  8. 8:33Data Platform Users
  9. 9:29Business Decisions
  10. 10:40Personalization
  11. 13:08Bandwidth
  12. 14:17Flux
  13. 14:57Data Engineers
  14. 18:30Jupyter Notebooks
  15. 19:27Interact
  16. 21:14Login
  17. 22:23Data Engineering
  18. 23:41Scheduling
  19. 24:17Triggering Notebooks
  20. 25:33Notebook Template
  21. 27:05Publish Event
  22. 28:05Data Engineers Start Debugging
  23. 28:34Data Quality Checks
  24. 30:51Data Engineering Notebooks
  25. 32:12Experimentation Solution
  26. 34:54Questions
  27. 35:24QA
  28. 36:33Version Control
  29. 37:37Connecting Data Analysts
  30. 38:37What is the role of Tableau
  31. 39:24What is the size of the data organization at Netflix
  32. 40:16How do you promote reuse across notebooks
  33. 41:05Is Jupyter located in Budapest
  34. 41:24How do you fight against the information bubble
  35. 42:08How do you govern data users and access
  36. 43:36How do you protect against your enthusiastic graduate BA
  37. 44:00How do you maintain the notebook environments
  38. 44:39Do you prefer Presto over Spark
  39. 45:04Managing knowledge coming from notebooks
  40. 45:17Sharing notebooks
  41. 46:06Data quality
  42. 48:22AWS EMR
  43. 48:44Communication
  44. 49:06Skills Needed
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