~/talk

Data infrastructure to build bigger with less

Talkat ODSC West 2024 · 2024-10-29..10-31· [data-engineering]
name:Ryan Boyd
links:none on file
slides:none on file

Argues that most analytics no longer need clusters by showing concrete results: DuckDB runs in-browser via WebAssembly and on laptops, a 13 billion‑row group‑by + regex finishes in 53.6 seconds on a 2.5‑year‑old laptop vs ~21s on 1,100 machines and costs a fraction of cloud pricing; analysis of Redshift/Snowflake logs finds one in 500 queries truly requires distributed memory. Demonstrates hybrid/dual execution that plans joins across local DuckDB, MotherDuck cloud workers and S3 Iceberg storage, and reports it successfully reassembles results.

AI-written summary · about

  1. 0:00Introduction to small data
  2. 1:18Key principles of the movement
  3. 3:12The history of big data
  4. 7:15Flaws in the big data story
  5. 10:47The power of single nodes
  6. 14:35Redefining big data scale
  7. 16:31Hybrid data architectures
  8. 19:30Q&A and concluding thoughts
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