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

Amazon.com Price: $24.83 (as of 01/05/2019 13:52 PST- Details)

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Apache Spark is amazing when the whole lot clicks. But when you haven’t seen the performance improvements you expected, or still don’t feel confident enough to make use of Spark in production, this practical book is for you. Authors Holden Karau and Rachel Warren demonstrate performance optimizations to lend a hand your Spark queries run faster and take care of larger data sizes, at the same time as the usage of fewer resources.

Ideal for software engineers, data engineers, developers, and system administrators working with large-scale data applications, this book describes techniques that may reduce data infrastructure costs and developer hours. Not only will you gain a more comprehensive understanding of Spark, you’ll also learn to make it sing.

With this book, you’ll explore:

How Spark SQL’s new interfaces toughen performance over SQL’s 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 Spark’s 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
Spark’s Streaming components and external community packages

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

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