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Data Lake for Enterprises

You're reading from   Data Lake for Enterprises Lambda Architecture for building enterprise data systems

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Product type Paperback
Published in May 2017
Publisher Packt
ISBN-13 9781787281349
Length 596 pages
Edition 1st Edition
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Authors (3):
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Pankaj Misra Pankaj Misra
Author Profile Icon Pankaj Misra
Pankaj Misra
Tomcy John Tomcy John
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Tomcy John
Vivek Mishra Vivek Mishra
Author Profile Icon Vivek Mishra
Vivek Mishra
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Table of Contents (13) Chapters Close

Preface 1. Introduction to Data FREE CHAPTER 2. Comprehensive Concepts of a Data Lake 3. Lambda Architecture as a Pattern for Data Lake 4. Applied Lambda for Data Lake 5. Data Acquisition of Batch Data using Apache Sqoop 6. Data Acquisition of Stream Data using Apache Flume 7. Messaging Layer using Apache Kafka 8. Data Processing using Apache Flink 9. Data Store Using Apache Hadoop 10. Indexed Data Store using Elasticsearch 11. Data Lake Components Working Together 12. Data Lake Use Case Suggestions

Compliment the existing data warehouse infrastructure

Analysis prior to Big Data was done in a traditional Data Warehouse setup. Big Data has paved the way for analysis to be done in a more performant manner with a lot of flexibility. However, traditional data warehouses would still exist for a variety of reasons going forward and are not going away soon.

A Data Lake in your organization can augment and support the data warehouse in a variety of ways. A Data Warehouse can be used for a variety of easy canned report generations. The business can create these on the fly using the semantic data warehouse models on top of the transactional data model, which the transactional application deals with on a day to day basis.

Also, certain data warehouse requirements could very well be fulfilled by this Data Lake infrastructure and since they have huge historical data with them, it can be quite useful in many business...

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