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Learning Hadoop 2

You're reading from   Learning Hadoop 2 Design and implement data processing, lifecycle management, and analytic workflows with the cutting-edge toolbox of Hadoop 2

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Product type Paperback
Published in Feb 2015
Publisher Packt
ISBN-13 9781783285518
Length 382 pages
Edition 1st Edition
Tools
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Toc

Table of Contents (13) Chapters Close

Preface 1. Introduction 2. Storage FREE CHAPTER 3. Processing – MapReduce and Beyond 4. Real-time Computation with Samza 5. Iterative Computation with Spark 6. Data Analysis with Apache Pig 7. Hadoop and SQL 8. Data Lifecycle Management 9. Making Development Easier 10. Running a Hadoop Cluster 11. Where to Go Next Index

Building a cluster on EMR


Elastic MapReduce is a flexible solution that, depending on requirements and workloads, can sit next to, or replace, a physical Hadoop cluster. As we've seen so far, EMR provides clusters preloaded and configured with Hive, Streaming, and Pig as well as with custom JAR clusters that allow the execution of MapReduce applications.

A second distinction to make is between transient and long-running life cycles. A transient EMR cluster is generated on demand; data is loaded in S3 or HDFS, some processing workflow is executed, output results are stored, and the cluster is automatically shut down. A long-running cluster is kept alive once the workflow terminates, and the cluster remains available for new data to be copied over and new workflows to be executed. Long-running clusters are typically well-suited for data warehousing or working with datasets large enough that loading and processing data would be inefficient compared to a transient instance.

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