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Data Modeling for Azure Data Services

You're reading from  Data Modeling for Azure Data Services

Product type Book
Published in Jul 2021
Publisher Packt
ISBN-13 9781801077347
Pages 428 pages
Edition 1st Edition
Languages
Concepts
Author (1):
Peter ter Braake Peter ter Braake
Profile icon Peter ter Braake
Toc

Table of Contents (16) Chapters close

Preface 1. Section 1 – Operational/OLTP Databases
2. Chapter 1: Introduction to Databases 3. Chapter 2: Entity Analysis 4. Chapter 3: Normalizing Data 5. Chapter 4: Provisioning and Implementing an Azure SQL DB 6. Chapter 5: Designing a NoSQL Database 7. Chapter 6: Provisioning and Implementing an Azure Cosmos DB Database 8. Section 2 – Analytics with a Data Lake and Data Warehouse
9. Chapter 7: Dimensional Modeling 10. Chapter 8: Provisioning and Implementing an Azure Synapse SQL Pool 11. Chapter 9: Data Vault Modeling 12. Chapter 10: Designing and Implementing a Data Lake Using Azure Storage 13. Section 3 – ETL with Azure Data Factory
14. Chapter 11: Implementing ETL Using Azure Data Factory 15. Other Books You May Enjoy

Steps in dimensional modeling

As with normalizing data, we can distinguish some formal steps that lead to a data model. Unlike with normalizing data, these steps are used in an iterative approach. The process of designing the star schema leads to new insights that might mean that you have to go back one step. The steps that you need to take are as follows:

  • Choose a process and define the scope.
  • Determine the needed grain.
  • Determine the dimensions.
  • Determine the facts.

Choosing a process and defining the scope

As we already said during Entity Analysis (Chapter 2, Entity Analysis), it is easy to get carried away and model the entire world. Make a clear choice in what the goal of the star schema is. Remember that a single star schema models a single process. A business process can be defined as a set of activities and tasks that, once completed, will accomplish an organizational goal. Examples are sales, marketing, human resources, and so on. The ultimate...

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