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

Creating your first ERD

We have covered a lot of theory so far. Let's try out an example to make it clearer.

As we said, entity analysis is a top-down approach where we seek to gain insight into a process and its underlying database that stores all the data involved in the process. Take, for example, a pharmacy.

At a pharmacy, people buy medicine. Records are kept of who is using which medicines to prevent people from combining the wrong medicines. Medicines can be made from other medicines and we need to know for each medicine which components it is made from.

Customers can pay at the counter or ask for an invoice to be sent.

Let's make an ERD of this description.

One way to start is to mark all nouns and to analyze their meaning in the description. Nouns are potential entities. This is important if we are dealing with a collection (set) of possibly multiple elements and we need to know something about them. The nouns are as follows:

  • Pharmacy
  • People...