~/talk

Enabling Data centric Teams

Talkat Data Con LA 2020 · 2020-10-23..10-25· [developer-experience, data-engineering]
links:none on file
slides:none on file

Argues that opening raw data and enabling domain teams to experiment shortens time to insight and lowers costs, with concrete tooling and patterns: JupyterHub on cloud for shared, scalable notebooks and runnable demos, Plotly Dash apps to turn notebooks into dashboards, and a cloud data lake (CSV/Parquet) plus simple analytics DB and API for cross-team access. Claims many domain-built notebooks are production-ready and replacing per-seat SaaS can save tens of thousands.

AI-written summary · about

  1. 0:00Introduction and speaker intro
  2. 1:28Speaker background and motivation
  3. 5:58Data engineering philosophy and challenges
  4. 8:08Enabling data-centric teams approach
  5. 11:47Decentralized data architecture benefits
  6. 13:16Overcoming enablement hurdles
  7. 16:30Jupyter framework for collaboration
  8. 18:15Live demo of Jupyter visualization
  9. 22:31Final recommendations and call to action
  10. 23:16Q&A session part one
  11. 25:29Q&A project ideas and tools
  12. 28:06Q&A data validation and maintenance
  13. 30:41Q&A overcoming organizational resistance
  14. 33:35Q&A decentralized vs centralized debate
  15. 36:19Contact information and closing
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