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Data Lake for Enterprises

You're reading from Data Lake for Enterprises

Product type Book

Published in May 2017

Publisher Packt

ISBN-13 9781787281349

Pages 596 pages

Edition 1st Edition

Languages

Concepts

Data Processing

Authors (3):

Vivek Mishra

Tomcy John

Pankaj Misra

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Table of Contents (23) Chapters

Title Page

Credits

Foreword

About the Authors

About the Reviewers

www.PacktPub.com

Customer Feedback

Preface

Part 1 - Overview

Part 2 - Technical Building blocks of Data Lake

Part 3 - Bringing It All Together

Introduction to Data

Comprehensive Concepts of a Data Lake

Lambda Architecture as a Pattern for Data Lake

Applied Lambda for Data Lake

Data Acquisition of Batch Data using Apache Sqoop

Data Acquisition of Stream Data using Apache Flume

Messaging Layer using Apache Kafka

Data Processing using Apache Flink

Data Store Using Apache Hadoop

Indexed Data Store using Elasticsearch

Data Lake Components Working Together

Data Lake Use Case Suggestions

Knowing more about Data processing

Data processing is one of the important capabilities in a Data Lake implementation. Our Data Lake is no exception and does participate in data processing, both in batch and speed layer. In this section we will cover some important topics that needs to be looked upon with respect to Data Lake dealing with data processing. With Hadoop 1.x, MapReduce was one of the main processing done in Hadoop. With Hadoop 2.x and with more data ingestion methodologies, more options in the real time/streaming area have also come in and these two aspects with some important considerations are detailed here.

Data validation and cleansing

Validating data before it gets into the persistence layer of Data Lake is a very important step. Validation in the context of Data Lake means two aspects as follows:

Origin of data: Making sure right data from right source is ingested into the Data Lake. The source from where data originates should be known and also the data coming in also should...

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Authors (3)

Vivek Mishra

Vivek Mishra is an IT professional with more than nine years of experience in various technologies like Java, J2ee, Hibernate, SCA4J, Mule, Spring, Cassandra, HBase, MongoDB, REDIS, Hive, Hadoop. He has been a contributor for open source like Apache Cassandra and lead committer for Kundera(JPA 2.0 compliant Object-Datastore Mapping Library for NoSQL Datastores like Cassandra, HBase, MongoDB and REDIS). Mr Mishra in his previous experience has enjoyed long lasting partnership with most recognizable names in SCM, Banking and finance industries, employing industry standard full software life cycle methodologies Agile and SCRUM. He is currently employed with Impetus infotech pvt. ltd. He has undertaken speaking engagements in cloud camp and Nasscom Big data seminar and is an active blogger and can be followed at mevivs.wordpress.com

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Tomcy John

Tomcy John lives in Dubai (United Arab Emirates), hailing from Kerala (India), and is an enterprise Java specialist with a degree in Engineering (B Tech) and over 14 years of experience in several industries. He's currently working as principal architect at Emirates Group IT, in their core architecture team. Prior to this, he worked with Oracle Corporation and Ernst & Young. His main specialization is in building enterprise-grade applications and he acts as chief mentor and evangelist to facilitate incorporating new technologies as corporate standards in the organization. Outside of his work, Tomcy works very closely with young developers and engineers as mentors and speaks at various forums as a technical evangelist on many topics ranging from web and middleware all the way to various persistence stores.

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Pankaj Misra

Pankaj Misra has been a technology evangelist, holding a bachelor's degree in engineering, with over 16 years of experience across multiple business domains and technologies. He has been working with Emirates Group IT since 2015, and has worked with various other organizations in the past. He specializes in architecting and building multi-stack solutions and implementations. He has also been a speaker at technology forums in India and has built products with scale-out architecture that support high-volume, near-real-time data processing and near-real-time analytics.

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