Data Quality

Quality is not a dashboard; it is a set of checks and ownership.

Dimensions to monitor

• completeness
• freshness
• accuracy
• consistency

Practical playbook

• define contracts per dataset
• add automated checks at ingestion and transformation
• alert on violations
• document owners and SLAs