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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 FREE CHAPTER 2. Storage 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

Summary

Hopefully, this chapter presented the topic of data life cycle management as something other than a dry abstract concept. We covered a lot, particularly:

  • The definition of data life cycle management and how it covers a number of issues and techniques that usually become important with large data volumes
  • The concept of building a data ingest pipeline along good data life cycle management principles that can then be utilized by higher-level analytic tools
  • Oozie as a Hadoop-focused workflow manager and how we can use it to compose a series of actions into a unified workflow
  • Various Oozie tools, such as subworkflows, parallel action execution, and global variables, that allow us to apply true design principles to our workflows
  • HCatalog and how it provides the means for tools other than Hive to read and write table-structured data; we showed its great promise and integration with tools such as Pig but also highlighted some current weaknesses
  • Avro as our tool of choice to handle schema evolution...
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