Performance Analysis of Apache Spark and Presto in Cloud Environments

Performance Analysis of Apache Spark and Presto in Cloud Environments

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Usability and developer productivity

22 of 23

22 of 23

Usability and developer productivity

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Performance Analysis of Apache Spark and Presto in Cloud Environments

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  1. 1 Intro
  2. 2 About BSC
  3. 3 TPC-DS Benchmark Work
  4. 4 Context and motivation
  5. 5 Systems Under Test (SUTs)
  6. 6 Hardware configuration
  7. 7 Software configuration System Runtime 5.5
  8. 8 Benchmark execution time (base)
  9. 9 Cost-Based Optimizer (CBO) stats
  10. 10 Benchmark execution time (stats)
  11. 11 Speedup with table and column stats
  12. 12 Additional configuration for Presto
  13. 13 TPC-DS Power Test - Query 72
  14. 14 Dynamic data partitioning
  15. 15 Benchmark exec. time (part + stats)
  16. 16 Speedup with partitioning and stats
  17. 17 TPC Benchmark total execution time
  18. 18 TPC Benchmark DS metric
  19. 19 System costs
  20. 20 TPC Benchmark DS cost
  21. 21 TPC-DS price-performance
  22. 22 Usability and developer productivity
  23. 23 Conclusions

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