~/talk

Fast data processing in a data lake with SQL

TalkinRussianat HighLoad++ 2023 · 2023-11-27..11-28· [data-engineering]
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Describes using distributed SQL engines—Trino, Presto and Dremio—to run SQL queries directly over files in a data lake, reducing ETL and enabling more flexible, efficient analytics. Covers the advantages of querying data-in-place from the lake and how these engines execute SQL against file formats stored there.

AI-written summary · about

  1. 0:00Introduction
  2. 1:29Analytical systems evolution
  3. 4:40Compute-storage separation
  4. 7:51Query optimizers in engines
  5. 9:16Column pruning and columnar data
  6. 9:37Filter pushdown and data spin
  7. 12:51Dynamic filters in joins
  8. 16:24Massively parallel parallelism
  9. 18:32Optimal file partitioning
  10. 21:03Virtual partitioning
  11. 24:56Metadata and data caching
  12. 29:13Format decoding problems
  13. 32:22Decoded data caching
  14. 36:13Compute-storage combination
  15. 38:21Intermediate results caching
  16. 40:38Materialized views
  17. 43:49Summary and success stories
  18. 44:11Q&A
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