Book Image

Data Modeling for Azure Data Services

By : Peter ter Braake
Book Image

Data Modeling for Azure Data Services

By: Peter ter Braake

Overview of this book

Data is at the heart of all applications and forms the foundation of modern data-driven businesses. With the multitude of data-related use cases and the availability of different data services, choosing the right service and implementing the right design becomes paramount to successful implementation. Data Modeling for Azure Data Services starts with an introduction to databases, entity analysis, and normalizing data. The book then shows you how to design a NoSQL database for optimal performance and scalability and covers how to provision and implement Azure SQL DB, Azure Cosmos DB, and Azure Synapse SQL Pool. As you progress through the chapters, you'll learn about data analytics, Azure Data Lake, and Azure SQL Data Warehouse and explore dimensional modeling, data vault modeling, along with designing and implementing a Data Lake using Azure Storage. You'll also learn how to implement ETL with Azure Data Factory. By the end of this book, you'll have a solid understanding of which Azure data services are the best fit for your model and how to implement the best design for your solution.
Table of Contents (16 chapters)
1
Section 1 – Operational/OLTP Databases
8
Section 2 – Analytics with a Data Lake and Data Warehouse
13
Section 3 – ETL with Azure Data Factory

Exercises

Exercise 1 – Stock management of a bicycle shop

A bicycle shop specializing in high-end road bikes has trouble keeping their stock supplies at acceptable levels. We therefore created a new database to help them get a better insight into the products they have in stock.

The shop has a list of suppliers. Many products can be bought through different suppliers. In this process, it is important to know which list price each supplier is using and what the delivery time is. Based on that information, a purchaser orders new products:

  • Draw an ERD based on the description provided. Use your entity analysis skills, as acquired in Chapter 2, Entity Analysis. You will normalize the data in later steps in this exercise.
  • Normalize each report as shown in Figures 3.17, 3.18, and 3.19 individually.

Figure 3.17 shows a paper-based purchase order:

Figure 3.17 – Purchase order

Figure 3.18 shows a warehouse card that can be printed...