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#dag-design

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Article0 replies765 followingPosted 30 Sept 2025, 19:39 UTC118.2K views1,860 votes

Implementing Dynamic Task Mapping in Apache Airflow

Learn how to use Airflow's .expand() to fan out one task definition over a runtime-resolved list, with setup steps, UI verification checks, and recovery options for failed mapped instances.

Community & Careers · Guide

apacheairflow

Tasadduq Burneyowner

Started30 Sept 2025, 19:39 UTC

Level 38Owner34,775 rep points

Community & Careers

Article0 replies611 followingPosted 13 Sept 2025, 14:46 UTC65.5K views3,259 votes

Using Airflow’s TaskFlow API to Replace Manual XCom Boilerplate

Learn how the @task decorator turns Python functions into tasks with automatic XCom handling, making DAGs cleaner and easier to maintain.

Community & Careers · Blog

dag-design taskflow apache-airflow

Tasadduq Burneyowner

Started13 Sept 2025, 14:46 UTC

Level 38

Owner

34,775 rep points