Priya Nambiar

Test deduplication vendors against your actual data, not their polished demos.

Choosing the right model determines who answers for data quality as organizations scale.

Clean account hierarchies require constant maintenance, not one-time setup.

Undetected data failures waste analyst time and erode organizational trust in insights.

Visible salary costs hide the true expense of manual data correction.