~/talk

Flink's application at Didi

Talkat Flink Forward Virtual 2020 · 2020-04-22..04-24· [data-engineering]
name:Xue Kang
links:none on file
slides:none on file

Built a Flink-based real-time platform and a SQL layer that lets non-experts write streaming jobs; StreamSQL based on Flink Table API runs alongside custom schedulers and resource-tuning that adapt configs from observed CPU and memory use. Platform serves hundreds of teams with 1000+ Hadoop nodes and ~3000 Flink jobs (about 2000+ SQL jobs) processing 2 trillion records per day, with Kafka sources and sinks to HDFS, HBase, Elasticsearch and ClickHouse; challenges are large state IO, HA recovery and multi-language support.

AI-written summary · about

  1. 0:00Intro
  2. 0:27Guideline
  3. 0:59History of stream computing at DIDI
  4. 3:38Business Scenarios
  5. 6:13Multi-Cluster Architecture
  6. 8:30Advantages of StreamSQL
  7. 10:02Refined DOL
  8. 12:14UDX Extension
  9. 13:26Stream Join
  10. 15:04StreamSQL DE
  11. 15:46Job Management
  12. 16:44Job Operations
  13. 17:55Stream Meta Construction
  14. 19:31Challenges
  15. 20:37Future Plan
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