Search icon CANCEL
Arrow left icon
Explore Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Conferences
Free Learning
Arrow right icon
Arrow up icon
GO TO TOP
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

Arrow left icon
Product type Paperback
Published in Jun 2014
Publisher
ISBN-13 9781783287017
Length 148 pages
Edition 1st Edition
Languages
Tools
Arrow right icon
Author (1):
Arrow left icon
Antonios Chalkiopoulos Antonios Chalkiopoulos
Author Profile Icon Antonios Chalkiopoulos
Antonios Chalkiopoulos
Arrow right icon
View More author details
Toc

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...

lock icon The rest of the chapter is locked
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at €18.99/month. Cancel anytime