Apache Spark Performance Tuning and Best Practices

Apache Spark Performance Tuning and Best Practices

NashKnolX via YouTube Direct link

Intro

1 of 23

1 of 23

Intro

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Apache Spark Performance Tuning and Best Practices

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  1. 1 Intro
  2. 2 What is Spark
  3. 3 How to optimize
  4. 4 Major bottlenecks
  5. 5 Spark Casting
  6. 6 Spark Casting Demo
  7. 7 Disadvantages of Casting
  8. 8 Advantages of Broadcast
  9. 9 Architecture of Broadcast
  10. 10 Serialization
  11. 11 Serializer
  12. 12 DataFrame
  13. 13 UDF
  14. 14 Filter Data
  15. 15 Supply
  16. 16 Reducing Supply
  17. 17 Importance of File Format
  18. 18 Handling of Data
  19. 19 File Format Optimization
  20. 20 Executor Optimization
  21. 21 Out of Memory
  22. 22 Memory Tuning
  23. 23 Conclusion

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