~/talk

The Seven Deadly Sins of Streaming

Talkat Big Data Conference Europe 2025 · 2025-11-19..11-21· [databases]
linkedin:polyzos
slides:none on file

Claim: Fluss columnar streaming storage replaces Kafka+Flink patterns by exposing streaming tables that are directly queryable and enforce schemas. Demonstrated numbers: an adopter cuts state from 1 TB → 350 GB, checkpoint time 90s → 1s, 85% lower CPU/memory, and Elcommerce user reports eliminating 100 TB of state; cluster handles 40 GB/s and 500k lookups/s. Techniques used: Apache Flink, Apache Arrow, Iceberg/Paimon/Lance formats, column pruning, partition pruning, predicate pushdown; goal is unified hot tables + lakehouse tiering with real-time joins and delta merges.

AI-written summary · about

  1. 0:00Seven deadly streaming sins
  2. 3:55Streaming data pipelines today
  3. 9:58Kafka-centric limits
  4. 12:10Queryable streaming tables
  5. 14:57Change log challenge
  6. 15:39Logs vs caches for consistency
  7. 18:11Columnar streaming cost cuts
  8. 21:00Stateful join bottlenecks
  9. 26:15Streaming aggregations
  10. 27:37Streaming meets lakehouse
  11. 30:51Roadmap and ecosystem
  12. 32:56Q&A
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