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Composable Data Management Systems

Talkat Data @Scale 2024 · on Wednesday, 2024-05-22· [data-engineering, open-source]
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slides:none on file

Meta builds a reusable execution layer called Velox C++ execution library (open sourced in 2022) that executes fully optimized plans and integrates into engines like Presto (PRMO) and Spark via Gluten, and is already used for ingestion, real‑time pipelines and a time‑series DB. Production runs show about 3x performance and cost improvement; the project reports 200+ contributors and 20+ companies. They also open source a new Nimble file format for wide tables and argue hardware acceleration could add another ~10x.

AI-written summary · about

  1. 0:00Introduction
  2. 1:31Data infrastructure evolution
  3. 3:37Composable data management
  4. 8:14Vu execution engine
  5. 11:44Vu performance gains
  6. 14:12Future data stack innovations
  7. 16:40Hardware acceleration
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