High Performance Spark: Best Practices for Scaling and Optimizing Apache Spark

"Apache Spark is amazing when everything clicks. But if you havenít seen the performance improvements you expected, or still donít feel confident enough to use Spark in production, this practical book is for you. Authors Holden Karau and Rachel Warren demonstrate performance optimizations to help your Spark queries run faster and handle larger data sizes, while using fewer resources.
Ideal for software engineers, data engineers, developers and system administrators working with large-scale data applications, this book describes techniques that can reduce data infrastructure costs and developer hours. Not only will you gain a more comprehensive understanding of Spark, youíll also learn how to make it sing. With this book, youíll explore:

How Spark SQLís new interfaces improve performance over SQLís RDD data structure
The choice between data joins in Core Spark and Spark SQL
Techniques for getting the most out of standard RDD transformations
How to work around performance issues in Sparkís key/value pair paradigm
Writing high-performance Spark code without Scala or the JVM
How to test for functionality and performance when applying suggested improvements Using Spark MLlib and Spark ML machine learning libraries Sparkís Streaming components and external community packages

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Product Specification

  • Holden Karau
  • Rachel Warren
Binding Paperback
Ean 9789352135615
Ean List:Ean List Element 9789352135615
Edition First
Isbn 9789352135615
Item Dimensions:Height: Content 65
Item Dimensions:Height:Units hundredths-inches
Item Dimensions:Length: Content 900
Item Dimensions:Length:Units hundredths-inches
Item Dimensions:Weight: Content 112
Item Dimensions:Weight:Units hundredths-pounds
Item Dimensions:Width: Content 700
Item Dimensions:Width:Units hundredths-inches
Label Shroff/O'Reilly
  • {"Name"=>"English", "Type"=>"Published"}
  • {"Name"=>"English", "Type"=>"Unknown"}
List Price:Amount 95000
List Price:Currency Code INR
List Price:Formatted Price INR 950.00
Manufacturer Shroff/O'Reilly
Number Of Pages 356
Package Dimensions:Height: Content 75
Package Dimensions:Height:Units hundredths-inches
Package Dimensions:Length: Content 843
Package Dimensions:Length:Units hundredths-inches
Package Dimensions:Weight: Content 79
Package Dimensions:Weight:Units hundredths-pounds
Package Dimensions:Width: Content 587
Package Dimensions:Width:Units hundredths-inches
Product Group Book
Product Type Name ABIS_BOOK
Publication Date 2017
Publisher Shroff/O'Reilly
Studio Shroff/O'Reilly
Title High Performance Spark: Best Practices for Scaling and Optimizing Apache Spark

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