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Programming MapReduce with Scalding

You're reading from   Programming MapReduce with Scalding A practical guide to designing, testing, and implementing complex MapReduce applications in Scala

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Product type Paperback
Published in Jun 2014
Publisher
ISBN-13 9781783287017
Length 148 pages
Edition 1st Edition
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Author (1):
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Antonios Chalkiopoulos Antonios Chalkiopoulos
Author Profile Icon Antonios Chalkiopoulos
Antonios Chalkiopoulos
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Table of Contents (11) Chapters Close

Preface 1. Introduction to MapReduce 2. Get Ready for Scalding FREE CHAPTER 3. Scalding by Example 4. Intermediate Examples 5. Scalding Design Patterns 6. Testing and TDD 7. Running Scalding in Production 8. Using External Data Stores 9. Matrix Calculations and Machine Learning Index

SQL databases


It is a common scenario for a Scalding job to process files from HDFS and join them with data fetched from a SQL database. Similarly, we will often have to implement a MapReduce job that writes some results into a SQL database.

For SQL, and in the context of MapReduce, we are interested to have support for all access patterns, many SQL dialects, and also batch capabilities. Batching is the technique of aggregating multiple, possibly hundreds of SQL statements and executing them as a single batch command into the database system.

The latter is very important as a MapReduce application can easily scale to hundreds of Java virtual machines, running the map and reduce tasks. Having hundreds of nodes trying to communicate with a database system at the same time can stress the system to its limits.

In SQL, the available access patterns are as follows:

  • SELECT: This is used to select data from a database and add them into a pipe

  • INSERT: This is used to insert new records from a pipe into...

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