~/talk

Fast Data at ING

links:none on file
linkedin:geerdink
slides:none on file

ING builds a production streaming data platform using Apache Flink and Kafka that delivers actionable notifications and fraud detection. The platform processes roughly 0.5M events/sec with latency under 50ms in tests and meets operational targets of subsecond decisions for transactions. Flink CEP, sliding windows and online scoring run PMML models inside Flink; models are produced offline today and loaded at runtime via a Kafka control stream using a simple PMML models interoperability approach. Continuous retraining is planned.

AI-written summary · about

  1. 0:00Introduction and background
  2. 10:16Building the streaming platform
  3. 22:54Fraud detection with Flink
  4. 26:04Actionable financial insights
  5. 31:27Why Flink at ING
  6. 38:14Future ambitions and summary
  7. 40:01Q&A session
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