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Hybrid Apache Spark Architecture: Optimizing YARN and Kubernetes for Lyft's Workloads

Hybrid Apache Spark Architecture: Optimizing YARN and Kubernetes for Lyft's Workloads

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Agenda

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Hybrid Apache Spark Architecture: Optimizing YARN and Kubernetes for Lyft's Workloads

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  1. 1 Introduction
  2. 2 Agenda
  3. 3 Spark Use Cases
  4. 4 YARN in 2018
  5. 5 Scaling
  6. 6 Challenges
  7. 7 Image Management
  8. 8 Hybrid Approach
  9. 9 Hybrid Architecture
  10. 10 Hybrid Architecture Advantages
  11. 11 Spark Operator
  12. 12 Image Hierarchy Distribution
  13. 13 Recap
  14. 14 Improvements
  15. 15 Future Plans
  16. 16 Takeaways

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