~/talk

Spark in K8s for dozens of DS teams

TalkinRussianat HighLoad++ 2024 · 2024-12-02..12-03· [data-engineering, kubernetes]
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slides:none on file

Describes how Spark workloads were implemented on a recommendation-system platform, detailing problems encountered with Spark and the reasons for the chosen solution. Explains how Spark is used in a multi-tenant architecture and discusses issues of running Spark on Kubernetes (Spark in K8s).

AI-written summary · about

  1. 0:00Introduction
  2. 4:40Why Spark in K8s
  3. 6:26Spark in K8s risks
  4. 11:20Data locality loss
  5. 15:17Intermediate data issues
  6. 20:20Scaling setup
  7. 24:39Spark operator benefits
  8. 28:58Spark Connect and dynamic location
  9. 33:28Multi-tenancy and isolation
  10. 37:47Q&A
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