Book Image

Hands-On Big Data Modeling

By : James Lee, Tao Wei, Suresh Kumar Mukhiya
Book Image

Hands-On Big Data Modeling

By: James Lee, Tao Wei, Suresh Kumar Mukhiya

Overview of this book

Modeling and managing data is a central focus of all big data projects. In fact, a database is considered to be effective only if you have a logical and sophisticated data model. This book will help you develop practical skills in modeling your own big data projects and improve the performance of analytical queries for your specific business requirements. To start with, you’ll get a quick introduction to big data and understand the different data modeling and data management platforms for big data. Then you’ll work with structured and semi-structured data with the help of real-life examples. Once you’ve got to grips with the basics, you’ll use the SQL Developer Data Modeler to create your own data models containing different file types such as CSV, XML, and JSON. You’ll also learn to create graph data models and explore data modeling with streaming data using real-world datasets. By the end of this book, you’ll be able to design and develop efficient data models for varying data sizes easily and efficiently.
Table of Contents (17 chapters)

A unified approach to big data modeling and data management

As mentioned, big data can be unstructured or semi-structured, with a high level of heterogeneity. The information expressed in these datasets is an essential factor in the process for supporting decision making. That is one of the reasons that heterogeneous data must be integrated and analyzed to present a unique view of information for many kinds of applications. This section addresses the problem of modeling and integrating heterogeneous data that originates from multiple heterogeneous sources in the context of cyber-infrastructure systems and big data platforms.

The growth of big data swaps the planning strategies from long-term thinking to short-term thinking, as the management of the city can be made more efficient. Healthcare systems are also reconstructed by the big data paradigm, as data is generated from sources...