Beyond Shuffling - Scaling Apache Spark

Beyond Shuffling - Scaling Apache Spark

Scala Days Conferences via YouTube Direct link

Why is Spark SQL good for those things?

7 of 17

7 of 17

Why is Spark SQL good for those things?

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Beyond Shuffling - Scaling Apache Spark

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  1. 1 Intro
  2. 2 What is going to be covered
  3. 3 The different pieces of Spark
  4. 4 What is key skew and why do we care?
  5. 5 Well there is a bit of magic in the shume....
  6. 6 Iterator tortor transformations
  7. 7 Why is Spark SQL good for those things?
  8. 8 How much faster can it be?
  9. 9 How to avoid lineage explosions
  10. 10 Introducing Datasets
  11. 11 And functional style maps
  12. 12 Switching gears: Valdating Spark jobs
  13. 13 Using an accumulator for validation
  14. 14 Validating records read matches our expectations
  15. 15 Additional Spark Testing Resources
  16. 16 Additional Spark Resources
  17. 17 Spark Videos

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