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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

The Basics of SQL to Transform Data

This book is about engineering data platforms with dbt. When working with dbt, you write code in Structured Query Language (normally referred to as SQL, pronounced sequel or as its letters: es-qu-el), with a spritz of Jinja templating.

This means that when we are not discussing architectural and design topics, we will be reading and writing code in SQL, so you should get up to speed with SQL to work proficiently with dbt.

In this chapter, you will review, or learn from scratch, the basics of SQL, becoming familiar with this powerful language that you find everywhere when working with data.

First, we will introduce SQL and walk you through its core concepts, so that even if you are new to this language, you can start building your competence and follow the rest of this chapter and the book.

To complement this introduction, you will quickly be presented with all the main SQL commands, organized by category of use. This will ensure that you know the most relevant parts of SQL and you can use this chapter as a quick reference when you start writing your code.

You will then be guided through how to create an account in Snowflake, the leading cloud database that is very often used with dbt. You will use Snowflake in the cloud, without the need to install anything, and it is free for a trial period.

Once you have a Snowflake account, you will be guided through creating your first role, user, and database.

With your cloud database ready and the basic SQL commands presented, we will look deeper into the SELECT statement and the JOIN clause, as they will be crucial in working with dbt.

Analytical and window functions are presented at the end of the chapter in a simple way, suitable for beginners as well as mid- to senior-experienced SQL users; these advanced functionalities will power up your SQL skills, vastly widening your abilities.

To summarize, in this chapter, we are going to cover these topics:

  • Introducing SQL
  • SQL basics – core concepts and commands
  • Setting up a Snowflake database with users and roles
  • Querying data in SQL – syntax and operators
  • Combining data in SQL – the JOIN clause
  • Advanced – introducing window functions
You have been reading a chapter from
Data Engineering with dbt
Published in: Jun 2023
Publisher: Packt
ISBN-13: 9781803246284
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