Why it matters
Order protects the output.
A dashboard refresh must not start before validation and modelling finish.
Pipeline reliability
Airflow controls when tasks run, which task depends on another task, and what happens after failure.
Visual model
The dependency graph prevents a downstream task from using incomplete upstream data.
Why it matters
A dashboard refresh must not start before validation and modelling finish.
Failure handling
The workflow records the failure and keeps downstream tasks from publishing incomplete data.
Safe recovery
Idempotent loads support recovery without duplicate data.
Used in