Book Image

Apache Hadoop 3 Quick Start Guide

By : Hrishikesh Vijay Karambelkar
Book Image

Apache Hadoop 3 Quick Start Guide

By: Hrishikesh Vijay Karambelkar

Overview of this book

Apache Hadoop is a widely used distributed data platform. It enables large datasets to be efficiently processed instead of using one large computer to store and process the data. This book will get you started with the Hadoop ecosystem, and introduce you to the main technical topics, including MapReduce, YARN, and HDFS. The book begins with an overview of big data and Apache Hadoop. Then, you will set up a pseudo Hadoop development environment and a multi-node enterprise Hadoop cluster. You will see how the parallel programming paradigm, such as MapReduce, can solve many complex data processing problems. The book also covers the important aspects of the big data software development lifecycle, including quality assurance and control, performance, administration, and monitoring. You will then learn about the Hadoop ecosystem, and tools such as Kafka, Sqoop, Flume, Pig, Hive, and HBase. Finally, you will look at advanced topics, including real time streaming using Apache Storm, and data analytics using Apache Spark. By the end of the book, you will be well versed with different configurations of the Hadoop 3 cluster.
Table of Contents (10 chapters)

Key features of YARN

YARN offers significant gain over traditional MapReduce programming that comes from older versions of Apache Hadoop. With YARN, you can write any custom applications that can utilize the power of commodity hardware and Apache Hadoop's HDFS filesystem to scale and perform. Let's go through some of the key features of YARN that brings major additions. We have already covered the new features of YARN 3.0, such as the intra-disk balancer in Chapter 1, Hadoop 3.0 - Background and Introduction.

Resource models in YARN

YARN supports an extensible resource model. This means that the definition of resources can be extended from its default values (such as CPU and memory) to any types of resources that...