~/talk

Event-driven autoscaling for Serverless Java

Talkat DevWorld 2024 · 2024-02-29..03-01· [kubernetes]
name:Daniel Oh
github:danieloh30
slides:none on file

Kubernetes HPA based on CPU proves too slow for bursts: a Quarkus Java consumer faces 5 million Kafka events and HPA lags while KEDA scrapes Kafka/event metrics and triggers HPA to jump to 10 pods quickly; Knative provides true scale-to-zero but only starts at one pod unless combined; demo wiring uses Quarkus + Kafka + KEDA + Knative, shows KEDA handling high fan-out and Knative delivering cold-start-free cost savings when reworked, and the KEDA+Knative integration gives flexible, working event-driven autoscaling.

AI-written summary · about

  1. 0:00Introduction
  2. 2:20Kubernetes limits
  3. 6:55Introducing KEDA
  4. 13:45Demo: HPA basics
  5. 23:23Optimizing with KEDA
  6. 27:57Demo: Knative serverless
  7. 39:53KEDA + Knative
  8. 47:01Choosing autoscaling
  9. 48:48Q&A
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