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Real-Time Big Data Analytics

You're reading from   Real-Time Big Data Analytics Design, process, and analyze large sets of complex data in real time

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Product type Paperback
Published in Feb 2016
Publisher
ISBN-13 9781784391409
Length 326 pages
Edition 1st Edition
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Author (1):
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Shilpi Saxena Shilpi Saxena
Author Profile Icon Shilpi Saxena
Shilpi Saxena
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Table of Contents (12) Chapters Close

Preface 1. Introducing the Big Data Technology Landscape and Analytics Platform FREE CHAPTER 2. Getting Acquainted with Storm 3. Processing Data with Storm 4. Introduction to Trident and Optimizing Storm Performance 5. Getting Acquainted with Kinesis 6. Getting Acquainted with Spark 7. Programming with RDDs 8. SQL Query Engine for Spark – Spark SQL 9. Analysis of Streaming Data Using Spark Streaming 10. Introducing Lambda Architecture Index

An overview of Spark


In this section, we will talk about Spark and its emergence as one of the leading frameworks for various kinds of Big Data use cases. We will also talk about the various features of Spark and its applicability in different scenarios.

Another distributed framework for crunching large data? Another version of Hadoop?

This is the first statement that comes to mind when we hear about Spark for the first time, but this is not true and neither is there any essence. We will soon talk more about this statement, but before that, let's first understand batch processing and real-time data processing.

Batch data processing

Batch data processing is a process of defining a series of jobs that are executed one after another or in parallel in order to achieve a common goal. Mostly, these jobs are automated and there is no manual intervention. These jobs collect the input data and process the data in batches where the size of each batch can vary. It can range from a few GBs to TBs/PBs. These...

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