Book Image

Modern Big Data Processing with Hadoop

By : V Naresh Kumar, Manoj R Patil, Prashant Shindgikar
Book Image

Modern Big Data Processing with Hadoop

By: V Naresh Kumar, Manoj R Patil, Prashant Shindgikar

Overview of this book

The complex structure of data these days requires sophisticated solutions for data transformation, to make the information more accessible to the users.This book empowers you to build such solutions with relative ease with the help of Apache Hadoop, along with a host of other Big Data tools. This book will give you a complete understanding of the data lifecycle management with Hadoop, followed by modeling of structured and unstructured data in Hadoop. It will also show you how to design real-time streaming pipelines by leveraging tools such as Apache Spark, and build efficient enterprise search solutions using Elasticsearch. You will learn to build enterprise-grade analytics solutions on Hadoop, and how to visualize your data using tools such as Apache Superset. This book also covers techniques for deploying your Big Data solutions on the cloud Apache Ambari, as well as expert techniques for managing and administering your Hadoop cluster. By the end of this book, you will have all the knowledge you need to build expert Big Data systems.
Table of Contents (12 chapters)

Hadoop Design Consideration

Big data does not necessarily mean huge data. If a dataset is small, it's very easy to analyze it. We can load it on to an Excel spreadsheet and do the required calculations. But, as the volume of data gets bigger, we have to find other alternatives to process it. We may have to load it to an RDMBS table and run a SQL query to find the trend and patterns on the given structure. Further, if the dataset format changes to something like email, then loading to RDBMS becomes a huge challenge. To add more complexity to it, if the data speed changes to something like real time, it becomes almost impossible to analyze the given dataset with traditional RDBMS-based tools. In the modern world, the term big data can be expressed using the five most famous Vs. Following is the explanation of each V in a nutshell.

In this chapter, we will cover the following...