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Apache Airflow Best Practices

You're reading from   Apache Airflow Best Practices A practical guide to orchestrating data workflow with Apache Airflow

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Product type Paperback
Published in Oct 2024
Publisher Packt
ISBN-13 9781805123750
Length 188 pages
Edition 1st Edition
Languages
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Authors (3):
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Dylan Storey Dylan Storey
Author Profile Icon Dylan Storey
Dylan Storey
Dylan Intorf Dylan Intorf
Author Profile Icon Dylan Intorf
Dylan Intorf
Kendrick van Doorn Kendrick van Doorn
Author Profile Icon Kendrick van Doorn
Kendrick van Doorn
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Toc

Table of Contents (20) Chapters Close

Preface 1. Part 1: Apache Airflow: History, What, and Why
2. Chapter 1: Getting Started with Airflow 2.0 FREE CHAPTER 3. Chapter 2: Core Airflow Concepts 4. Part 2: Airflow Basics
5. Chapter 3: Components of Airflow 6. Chapter 4: Basics of Airflow and DAG Authoring 7. Part 3: Common Use Cases
8. Chapter 5: Connecting to External Sources 9. Chapter 6: Extending Functionality with UI Plugins 10. Chapter 7: Writing and Distributing Custom Providers 11. Chapter 8: Orchestrating a Machine Learning Workflow 12. Chapter 9: Using Airflow as a Driving Service 13. Part 4: Scale with Your Deployed Instance
14. Chapter 10: Airflow Ops: Development and Deployment 15. Chapter 11: Airflow Ops Best Practices: Observation and Monitoring 16. Chapter 12: Multi-Tenancy in Airflow 17. Chapter 13: Migrating Airflow 18. Index 19. Other Books You May Enjoy

When to choose multi-tenancy

Multi-tenancy can mean many things to many people and for the duration of this chapter we’re going to use the working definition of multiple individuals with different needs utilizing a shared Airflow instance. This wish usually comes from a need to ensure that the organization is getting the most out of its Airflow deployment, ensuring that it is being used to its utmost potential.

The choice to run Airflow in a multi-tenant manner should not be made lightly, and we have included this chapter partially as a warning that it should be avoided. With the rise of Kubernetes, community-supported Helm charts, and paid Airflow services, it is generally preferable to operate an Airflow per organizational unit (team, business, or security group) than attempt to manage large numbers of conflicting needs within a single deployment.

If you find yourself in a situation where you cannot avoid sharing a deployment, we’ll present some technical guidelines...

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