Book Image

HBase Administration Cookbook

By : Yifeng Jiang
Book Image

HBase Administration Cookbook

By: Yifeng Jiang

Overview of this book

As an Open Source distributed big data store, HBase scales to billions of rows, with millions of columns and sits on top of the clusters of commodity machines. If you are looking for a way to store and access a huge amount of data in real-time, then look no further than HBase.HBase Administration Cookbook provides practical examples and simple step-by-step instructions for you to administrate HBase with ease. The recipes cover a wide range of processes for managing a fully distributed, highly available HBase cluster on the cloud. Working with such a huge amount of data means that an organized and manageable process is key and this book will help you to achieve that.The recipes in this practical cookbook start from setting up a fully distributed HBase cluster and moving data into it. You will learn how to use all of the tools for day-to-day administration tasks as well as for efficiently managing and monitoring the cluster to achieve the best performance possible. Understanding the relationship between Hadoop and HBase will allow you to get the best out of HBase so the book will show you how to set up Hadoop clusters, configure Hadoop to cooperate with HBase, and tune its performance.
Table of Contents (16 chapters)
HBase Administration Cookbook
Credits
About the Author
Acknowledgement
About the Reviewers
www.PacktPub.com
Preface

Benchmarking HBase cluster with YCSB


Measuring the performance of a HBase cluster, or benchmarking the cluster, is as important as tuning the cluster itself. The performance characteristics of a HBase cluster that we should measure include at least the following:

  • Overall throughput (operations per second) of the cluster

  • Average latency (average time per operation) of the cluster

  • Minimum latency

  • Maximum latency

  • Distribution of operation latencies

YCSB is a great tool to benchmark performance of HBase clusters. YCSB supports running variable load tests in parallel, to evaluate the insert, update, delete, and read performance of the system. Therefore, you can use YCSB to benchmark for both write-heavy and read-heavy HBase clusters. The record count to load, operations to perform, proportion of read and write, and many other properties are configurable for each test, so it is easy to use YCSB to test different load scenarios of the cluster.

YCSB can also be used to evaluate the performance of many...