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)

Categorizing Data Models

It is very important to understand the data flow in any software application. Data flow is a complex process in a software system. Modeling is an important part of understanding a complex software system's diagram and knowing how the data flow in the software system is represented using text and symbols. This process is usually called data modeling. The diagrams that are generated by data modeling can become a blueprint for new software development, or for legacy software re-engineering. Data and storage models are basic components in any big data ecosystem.

Storage models include the physical aspect of data storage, while data models store the logical representations and structures for data processing and management. So, comprehending data storage and storage models plays a vital role in getting familiar with big data ecosystems. In this chapter...