Last Updated: November 21, 2025
Pipeline Stages
| Stage | Focus |
|---|---|
Extract
|
Collect from sources and CDC |
Transform
|
Clean, unify, enrich |
Load
|
Push to warehouse/lake |
Test
|
Assertions + data quality |
Tool Commands
airflow dags list
List DAG inventory
dagster schedule up
Activate schedules
prefect deployment build
Package flows
Observability
Track job duration, row counts, and schema drift alerts.
💡 Pro Tip:
Automate schema checks and surface lineage before prod updates.