Data Quality Tools in 2026: What to Actually Look For

Every data quality vendor has a features page with the same checkboxes. Schema monitoring. Freshness tracking. Anomaly detection. Column profiling. The features are table stakes. What separates the good tools from the mediocre ones is everything else...