~/talk

The Heat is On: Architecting for Hot Analytics

Talkat Data Love 2021 · on Friday, 2021-04-16· [data-engineering, web-performance]
slides:none on file

Apache Druid is presented as a high‑performance serving database that ingests from Kafka or batch, stores indexed partitions locally and pushes backups to S3/HDFS, and delivers 24–59× faster than Presto on the same data. Production clusters load 100 billion rows/day, trillions retained with sub‑second to few‑second query latency. Query engines fetch on demand and offer spot elasticity in seconds or minutes, while Druid trades elasticity for speed and a scaling rebalance ~1–2 hours when nodes change.

AI-written summary · about

  1. 0:00Introduction
  2. 0:21Overview
  3. 7:07The Past
  4. 17:12Apache Druid
  5. 19:10How Druid Works
  6. 23:16Can We Have It All
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