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Data Engineering with dbt

You're reading from   Data Engineering with dbt A practical guide to building a cloud-based, pragmatic, and dependable data platform with SQL

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Product type Paperback
Published in Jun 2023
Publisher Packt
ISBN-13 9781803246284
Length 578 pages
Edition 1st Edition
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Author (1):
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Roberto Zagni Roberto Zagni
Author Profile Icon Roberto Zagni
Roberto Zagni
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Table of Contents (21) Chapters Close

Preface 1. Part 1: The Foundations of Data Engineering
2. Chapter 1: The Basics of SQL to Transform Data FREE CHAPTER 3. Chapter 2: Setting Up Your dbt Cloud Development Environment 4. Chapter 3: Data Modeling for Data Engineering 5. Chapter 4: Analytics Engineering as the New Core of Data Engineering 6. Chapter 5: Transforming Data with dbt 7. Part 2: Agile Data Engineering with dbt
8. Chapter 6: Writing Maintainable Code 9. Chapter 7: Working with Dimensional Data 10. Chapter 8: Delivering Consistency in Your Data 11. Chapter 9: Delivering Reliability in Your Data 12. Chapter 10: Agile Development 13. Chapter 11: Team Collaboration 14. Part 3: Hands-On Best Practices for Simple, Future-Proof Data Platforms
15. Chapter 12: Deployment, Execution, and Documentation Automation 16. Chapter 13: Moving Beyond the Basics 17. Chapter 14: Enhancing Software Quality 18. Chapter 15: Patterns for Frequent Use Cases 19. Index 20. Other Books You May Enjoy

What is and why do we need data modeling?

Data does not exist in a vacuum. Pure data without any surrounding knowledge rarely has any value. Data has a lot of value when you can put it into context and transform it into information.

Understanding data

The pure number 1.75, as you find it in a column of a database, by itself does not say much.

What do you think it represents?

It could be 1.75 meters, kilograms, gallons, seconds, or whatever unit you want to attach to it.

If instead of the pure number 1.75, you have 1.75 meters or 1.75 seconds, you already understand it much better, but you can’t really say that you know what this data is about yet.

If you have 1.75 meters in a column called width, then you know a bit more, but good luck guessing what that number really represents. If you also know it is in a table called car, product, or road, you can probably understand much better what it really represents.

By following through this very simple example...

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