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20250328 Airflow 3.0 The First Glance
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Lee Wei
March 28, 2025
Technology
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20250328 Airflow 3.0 The First Glance
Lee Wei
March 28, 2025
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Transcript
wei-lee.me RC 1 is expected to happen here
wei-lee.me 1
wei-lee.me Airflow 3.0 The First Glance 🫣
wei-lee.me 2
wei-lee.me 3
wei-lee.me 4
wei-lee.me What is Airflow An open-source platform to programmatically author,
schedule, monitor workflows
wei-lee.me What is a workflow
wei-lee.me What is a workflow
wei-lee.me What is a workflow
wei-lee.me 5
wei-lee.me 6
wei-lee.me Airflow is NOT a streaming solution 7
wei-lee.me But!
wei-lee.me
wei-lee.me 8
wei-lee.me Why Airflow A large user base
wei-lee.me Why Airflow Active Development
wei-lee.me Why Airflow Integrations with 3-party projects "JSCZUF "MJCBCB "NB[PO
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
wei-lee.me
wei-lee.me Airflow 3.0 What's New? 🆕
wei-lee.me DAG versioning & Bundles
wei-lee.me Modern Web Application
wei-lee.me Task Execution Interface
wei-lee.me Data Assets & Asset-Centric Syntax
wei-lee.me External Event-Driven Scheduling
wei-lee.me Modern Web Application
wei-lee.me Airflow 1
wei-lee.me 10
wei-lee.me 11
wei-lee.me Airflow 2
wei-lee.me Airflow 3
wei-lee.me Airflow 3
How does Airflow work? A dag Example
wei-lee.me 12
wei-lee.me 13
wei-lee.me How to write a dag
wei-lee.me Trigger the dag
wei-lee.me The task succeeded and that's it
wei-lee.me 14
wei-lee.me Other Existing Features before 3.0 • Task retry •
Sensors • Deferrable Operators • Dynamic Task Mapping • and many more
wei-lee.me 15
wei-lee.me Taskflow • Intuitive Python interface • Introduced in Airflow
2.0
wei-lee.me 曾有 人 說 Airflow 沒有...
wei-lee.me 16
wei-lee.me Event-Driven Scheduling Defining an Asset and its AssetWatcher
wei-lee.me Event-Driven Scheduling Asset
wei-lee.me Event-Driven Scheduling Schedule on Asset
wei-lee.me Event-Driven Scheduling Triggered by event updates
wei-lee.me Dag versioning
wei-lee.me Dag versioning
wei-lee.me Dag versioning
wei-lee.me Dag versioning
wei-lee.me 17 v1 v2 v3 v4 v5
wei-lee.me Data Assets
wei-lee.me Asset Define an asset and an asset alias
wei-lee.me Asset Emit an asset event
wei-lee.me Asset Schedule on multiple Assets
wei-lee.me 18
wei-lee.me Asset Schedule on an Asset
wei-lee.me Asset How the dependency looks like
wei-lee.me Asset Create an asset event manually
wei-lee.me Asset The second dag is still waiting for another
asset
wei-lee.me 如果你從來不覺得升版開 心 過 19
wei-lee.me Migration tools
wei-lee.me Migration tools airflow config lint
wei-lee.me Migration tools airflow config update
wei-lee.me Migration tools ruff
wei-lee.me Migration tools ruff
wei-lee.me Migration tools ruff
wei-lee.me Migration tools ruff 20
wei-lee.me That's all for Airflow 3 the first glance 👀
wei-lee.me 讓我們把時間往前回朔 一 下 21
wei-lee.me 22 23
wei-lee.me
wei-lee.me
wei-lee.me
wei-lee.me 24
wei-lee.me 25
wei-lee.me
wei-lee.me Let's contribute to Airflow
wei-lee.me 26
wei-lee.me 27˙
wei-lee.me 我通常會出沒在這些社群
wei-lee.me 28 投稿 一 一
wei-lee.me $ cat weilee.py __name__ = 李唯 / Wei Lee
__what_i_am_doing__ = [ Volunteer @ PyCon Taiwan, Member @ PAO (former PyCon APAC), Maintainer of commitizen-tools, Mentor (?) @ opensource4you, Committer @ Apache Airflow, Software Engineer @ Astronomer, ] __github__ = G Lee-W __linkedin__ = l clleew __site__ = p https://wei-lee.me
wei-lee.me File "weilee.py", line 1 __name__ = 李唯 / Wei
Lee ^^^ SyntaxError: invalid syntax $ python weilee.py
wei-lee.me
wei-lee.me
wei-lee.me References • 進擊的巨 人 • BanG Dream! It's MyGO!!!!!
• BanG Dream! Ave Mujica • 地。-關於地球的運動 • JOJO 的奇妙冒險 • Star Wars: The Force Awakens
wei-lee.me 28
wei-lee.me Q & A 30
wei-lee.me QR code links to this slide deck