~/talk

Delta for your Data: How to efficiently track and store deeply nested data changes

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

DeepDiff claims a production-grade way to version nested data: 1.7 million monthly downloads, a new Delta/patch that applies to CSV JSON YAML and arbitrary Python objects, and command-line tools to create and apply patches. It implements ignore-order, significant-digits rounding to suppress noise, a cache-tuned algorithm for large nested compares, and a deep distance similarity score 0–1 (lower is more similar). Patches serialize changes and successfully apply across formats; the library is used at scale by companies like Google and Netflix.

AI-written summary · about

  1. 0:00Introduction
  2. 1:40Existing solutions
  3. 6:04DeepDiv
  4. 9:26Bounce Rate
  5. 10:52Exclude Path
  6. 22:43Applications
  7. 24:38DeepGrip
  8. 27:43Conclusion
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