{"product_id":"high-performance-spark-best-practices-for-scaling-and-optimizing-apache-spark-9781491943205","title":"High Performance Spark: Best Practices for Scaling and Optimizing Apache Spark","description":"\u003cp\u003e • Author(s): Holden Karau\u003cbr\u003e • Publisher: O'Reilly Media\u003cbr\u003e • Publisher Imprint: O'Reilly Media\u003cbr\u003e • BISAC: Data Science - Data Analytics\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eApache Spark is amazing when everything clicks. But if you haven't seen the performance improvements you expected, or still don't 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. \u003c\/p\u003e\u003cp\u003e 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, you'll also learn how to make it sing. \u003c\/p\u003e\u003cp\u003e With this book, you'll explore: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eHow Spark SQL's new interfaces improve performance over SQL's RDD data structure \u003c\/li\u003e\n\u003cli\u003eThe choice between data joins in Core Spark and Spark SQL \u003c\/li\u003e\n\u003cli\u003eTechniques for getting the most out of standard RDD transformations \u003c\/li\u003e\n\u003cli\u003eHow to work around performance issues in Spark's key\/value pair paradigm \u003c\/li\u003e\n\u003cli\u003eWriting high-performance Spark code without Scala or the JVM \u003c\/li\u003e\n\u003cli\u003eHow to test for functionality and performance when applying suggested improvements \u003c\/li\u003e\n\u003cli\u003eUsing Spark MLlib and Spark ML machine learning libraries \u003c\/li\u003e\n\u003cli\u003eSpark's Streaming components and external community packages \u003c\/li\u003e\n\u003c\/ul\u003e","brand":"O'Reilly Media","offers":[{"title":"Paperback","offer_id":45129063727255,"sku":"9781491943205","price":2991.0,"currency_code":"INR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781491943205.webp?v=1767101759","url":"https:\/\/atlanticbooks.com\/products\/high-performance-spark-best-practices-for-scaling-and-optimizing-apache-spark-9781491943205","provider":"Atlantic Books","version":"1.0","type":"link"}