~/talk

Fabric Direct Lake Deep Dive

Talkat SQLBits 2024 · 2024-03-19..03-23· [databases, data-engineering]
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slides:none on file

Direct Lake mode lets Power BI query OneLake Delta/Parquet files by paging needed columns into memory on demand, converting on the fly to the VertiC in‑memory format so queries run almost as fast as import without refresh jobs. Uploads into a Lakehouse remove the import refresh step and Microsoft reports shaving about two hours off end‑to‑end pipelines. It requires Fabric/OneLake, a single Lakehouse source, disallows calculated columns/tables, can fallback to DirectQuery when memory or views/row‑security force it, and is managed via the web editor, Tabular Editor 3, DMVs, profiler and Delta analyzer notebooks.

AI-written summary · about

  1. 0:00Fabric Direct Lake intro
  2. 6:12Traditional BI limits
  3. 10:24Direct Lake demo
  4. 13:17Direct Lake benefits
  5. 17:17Faster user data
  6. 20:06Simpler architecture
  7. 21:29Unified data access
  8. 24:22Shortcuts for tables
  9. 27:55Direct Lake limits
  10. 30:21Fallback behavior
  11. 35:47Detecting fallback
  12. 40:09Delta metadata
  13. 42:18Controlling behavior
  14. 44:12Compression internals
  15. 46:22Refreshing models
  16. 48:06Q&A
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