~/talk

How Bloomberg Creates a Resilient Data Analytics Platform Using Karmada

Talkat KubeCon + CloudNativeCon China 2025 · on Wednesday, 2025-06-11· at 11:45· Level 19 | Crystal Court II· [kubernetes]
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Bloomberg runs Apache Flink, Spark, and Trino across multi-cluster Kubernetes using Karmada to provide a unified submission endpoint, cluster-aware scheduling, and automated failover. Engineers add a CRD interpreter to compute Flink replica counts and health, implement state preservation via job ID with a webhook that injects the latest checkpoint on failover, and enable federated quota enforcement (example: 20 CPU, 50 GB) so failover succeeds; features land in Karmada v1.12 and v1.14 and are proven in production.

AI-written summary · about

  1. 0:00Bloomberg's data analytics platform
  2. 2:27Multi-cluster data platform challenges
  3. 4:56Karmada for cross-cluster workloads
  4. 5:18Flink integration with Karmada
  5. 17:17Trino on Karmada for querying
  6. 21:25Spark workloads on Karmada
  7. 28:48Karmada benefits for Bloomberg
  8. 30:35Karmada community and future
  9. 32:26Q&A
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