Tackling Scaling Challenges of Apache Spark at LinkedIn - Infrastructure Optimization and User Productivity

Tackling Scaling Challenges of Apache Spark at LinkedIn - Infrastructure Optimization and User Productivity

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Automatic Failure Root Cause Analysis

5 of 16

5 of 16

Automatic Failure Root Cause Analysis

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Tackling Scaling Challenges of Apache Spark at LinkedIn - Infrastructure Optimization and User Productivity

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  1. 1 Intro
  2. 2 Challenges of Scaling Spark
  3. 3 Tackling Scaling Challenges
  4. 4 Typical Spark User Questions
  5. 5 Automatic Failure Root Cause Analysis
  6. 6 Platform Failure Reason Breakdown
  7. 7 Grid Bench - Performance Analysis
  8. 8 Tuning Heuistics & Recommendations
  9. 9 Scaling Spark History Server
  10. 10 A Low-Latency Solution
  11. 11 Issues with Spark Shuffle Service
  12. 12 Next-gen Spark shuffle service
  13. 13 Push-Merge Shuffle
  14. 14 Fetch Merged Shuffle Data
  15. 15 Magnet Shuffle Service Recap
  16. 16 Takeaways

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