Last Updated: November 21, 2025
Focus Areas
| Focus |
|---|
Schedule validation tasks after ingestion
|
Alert owners when checks fail with context
|
Commands & Queries
great_expectations --run
Execute validation suite
airflow trigger_dag data_quality
Run quality DAG
slack send data-quality alert
Notify the team
Summary
Treat data quality like service reliability with automated checks.
💡 Pro Tip:
Pair data quality alerts with playbooks and owners.