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Powering OLAP at Uber using Apache Flink

Talkat Flink Forward Global Virtual 2020 · 2020-10-19..10-22· [databases]
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Apache Flink converts user SQL into production streaming jobs that read Kafka, apply transformations via AthenaX, and write Kafka output that Apache Pinot ingests for 1‑click ingestion; the stack runs across regions with bi‑directional Kafka replication and HDFS replay backfills (Cover+) to handle failures. Production footprint is 200+ tables with multiple TB of data, serving thousands of queries per second at a p99 100ms latency, demonstrating the pipeline’s scalability and operational reliability.

AI-written summary · about

  1. 0:00Intro
  2. 0:18About the Speakers
  3. 1:24OLAP (OnLine Analytical Processing)
  4. 1:50Use cases: Restaurant Manager
  5. 2:10Use cases: Freight
  6. 5:31Pinot @ Uber
  7. 5:51Ingestion Challenges
  8. 6:35AthenaX Example
  9. 8:39Pre-processing vs on the fly
  10. 10:09Backfill today
  11. 11:25Backfill Proposal 1: Kappa+
  12. 12:11Backfill Proposal 2 - Common Ingestion SQL
  13. 12:52Active-Active: Using Kafka aggregation
  14. 14:00Active-Active: Using HDFS aggregation for backfill
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