Book Image

Data Lake for Enterprises

By : Vivek Mishra, Tomcy John, Pankaj Misra
Book Image

Data Lake for Enterprises

By: Vivek Mishra, Tomcy John, Pankaj Misra

Overview of this book

The term "Data Lake" has recently emerged as a prominent term in the big data industry. Data scientists can make use of it in deriving meaningful insights that can be used by businesses to redefine or transform the way they operate. Lambda architecture is also emerging as one of the very eminent patterns in the big data landscape, as it not only helps to derive useful information from historical data but also correlates real-time data to enable business to take critical decisions. This book tries to bring these two important aspects — data lake and lambda architecture—together. This book is divided into three main sections. The first introduces you to the concept of data lakes, the importance of data lakes in enterprises, and getting you up-to-speed with the Lambda architecture. The second section delves into the principal components of building a data lake using the Lambda architecture. It introduces you to popular big data technologies such as Apache Hadoop, Spark, Sqoop, Flume, and ElasticSearch. The third section is a highly practical demonstration of putting it all together, and shows you how an enterprise data lake can be implemented, along with several real-world use-cases. It also shows you how other peripheral components can be added to the lake to make it more efficient. By the end of this book, you will be able to choose the right big data technologies using the lambda architectural patterns to build your enterprise data lake.
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

Flume agent


Flume agent is the smallest possible deployment comprising of Source, Channel and Sink as its main components. The following figure shows a typical Flume agent deployment:

Figure 14: Flume Agent components

Flume agent is a Java daemon which received event from a source and then passes onto a channel, where it is usually written to the disk (according to reliability level set) and then moves the event to the sink. When the sink receives the event it sends acknowledgement back to channel and channel erases the event from its store. The agent has a very small memory footprint (-Xmx20m) and can be controlled declaratively using configurations.

Flume agent configurations

Some of these aspects have been unintentionally discussed in details in the Flume architecture section, however we thought that separate section for these agent configuration is required. Since we don't want to repeat ourselves, we will be referring some aspects back to that section.

The following are main configurations...