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Apache Airflow is an open-source platform for programmatically authoring, scheduling, and monitoring workflows. If you have many ETLs to manage, Airflow is a must-have.
In this course, you are going to learn everything you need to start using Apache Airflow 3 through theory and practical videos.
You will start with the basics such as:
What is Apache Airflow?
The core concepts of Airflow
Different architectures to run Airflow
What happens when a workflow runs
Then you will create your first data pipeline covering many Airflow features such as:
Sensors, to wait for specific conditions
Hooks, for interacting with a database
Taskflow, for writing efficient, easy-to-read DAGs
XCOMs, for sharing data
and much more.
At the end of the project, you will be equipped for creating your own workflows!
After the project, you will also discover the new Asset syntax that completely change your way of thinking about your tasks in Airflow 3.
What is an Asset
How to create dependencies between Assets
How to materialize an Asset
and more.
You will discover the different executors for running Airflow at scale. More specifically, the CeleryExecutor which is extremely popular.
How to configure Airflow for using the CeleryExecutor
How to distribute your tasks on different Workers
How to choose your Workers with Queues
and more.
You will explore advanced features to elevate your DAGs to a new level, and conclude by creating your own Airflow provider and a new decorator for executing SQL requests.
If you're working in a company with Airflow, you will love that part.
Enjoy
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本講座を受講した皆さんの感想を以下にまとめます。
・新入社員に向けて私が3年間で受講したUdemyの講座を紹介する[2024-05-29に投稿]
・Apache Airflow ハンズオン[2022-01-21に投稿]