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Spark in Action, Second Edition: Covers Apache Spark 3 with Examples in Java, Python, and Scala - Softcover
Book 129 of 182: In Action
Synopsis
Summary
The Spark distributed data processing platform provides an easy-to-implement tool for ingesting, streaming, and processing data from any source. In Spark in Action, Second Edition, you’ll learn to take advantage of Spark’s core features and incredible processing speed, with applications including real-time computation, delayed evaluation, and machine learning. Spark skills are a hot commodity in enterprises worldwide, and with Spark’s powerful and flexible Java APIs, you can reap all the benefits without first learning Scala or Hadoop.
Foreword by Rob Thomas.
About the technology
Analyzing enterprise data starts by reading, filtering, and merging files and streams from many sources. The Spark data processing engine handles this varied volume like a champ, delivering speeds 100 times faster than Hadoop systems. Thanks to SQL support, an intuitive interface, and a straightforward multilanguage API, you can use Spark without learning a complex new ecosystem.
About the book
Spark in Action, Second Edition, teaches you to create end-to-end analytics applications. In this entirely new book, you’ll learn from interesting Java-based examples, including a complete data pipeline for processing NASA satellite data. And you’ll discover Java, Python, and Scala code samples hosted on GitHub that you can explore and adapt, plus appendixes that give you a cheat sheet for installing tools and understanding Spark-specific terms.
What's inside
Writing Spark applications in Java
Spark application architecture
Ingestion through files, databases, streaming, and Elasticsearch
Querying distributed datasets with Spark SQL
About the reader
This book does not assume previous experience with Spark, Scala, or Hadoop.
About the author
Jean-Georges Perrin is an experienced data and software architect. He is France’s first IBM Champion and has been honored for 12 consecutive years.
Table of Contents
PART 1 - THE THEORY CRIPPLED BY AWESOME EXAMPLES
1 So, what is Spark, anyway?
2 Architecture and flow
3 The majestic role of the dataframe
4 Fundamentally lazy
5 Building a simple app for deployment
6 Deploying your simple app
PART 2 - INGESTION
7 Ingestion from files
8 Ingestion from databases
9 Advanced ingestion: finding data sources and building
your own
10 Ingestion through structured streaming
PART 3 - TRANSFORMING YOUR DATA
11 Working with SQL
12 Transforming your data
13 Transforming entire documents
14 Extending transformations with user-defined functions
15 Aggregating your data
PART 4 - GOING FURTHER
16 Cache and checkpoint: Enhancing Spark’s performances
17 Exporting data and building full data pipelines
18 Exploring deployment
"synopsis" may belong to another edition of this title.
About the Author
Jean-Georges “jgp” Perrin is a technology leader focusing on building innovative and modern data platforms, author, and president of AIDA User Group. He is passionate about software engineering and all things data, including Data Mesh. He is proud to have been recognized as a Lifetime IBM Champion.
"About this title" may belong to another edition of this title.
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Paperback. Condition: Good. The Spark distributed data processing platform provides an easy-to-implement tool for ingesting, streaming, and processing data from any source. In Spark in Action, Second Edition, you?ll learn to take advantage of Spark?s core features and incredible processing speed, with applications including real-time computation, delayed evaluation, and machine learning. Unlike many Spark books written for data scientists, Spark in Action, Second Edition is designed for data engineers and software engineers who want to master data processing using Spark without having to learn a complex new ecosystem of languages and tools. You?ll instead learn to apply your existing Java and SQL skills to take on practical, real-world challenges. Key Features · Lots of examples based in the Spark Java APIs using real-life dataset and scenarios · Examples based on Spark v2.3 Ingestion through files, databases, and streaming · Building custom ingestion process · Querying distributed datasets with Spark SQL For beginning to intermediate developers and data engineers comfortable programming in Java. No experience with functional programming, Scala, Spark, Hadoop, or big data is required. About the technology Spark is a powerful general-purpose analytics engine that can handle massive amounts of data distributed across clusters with thousands of servers. Optimized to run in memory, this impressive framework can process data up to 100x faster than most Hadoop-based systems. Author BioAn experienced consultant and entrepreneur passionate about all things data, Jean-Georges Perrin was the first IBM Champion in France, an honor he?s now held for ten consecutive years. Jean-Georges has managed many teams of software and data engineers. Seller Inventory # CIN1617295523G
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