Match Data Studio.
Reconciliation that actually understands.
Intelligent data reconciliation built on semantic understanding. Not pattern matching — true comprehension of what your data means, explained in human-readable terms, at any scale.
Why teams switch.
Semantic understanding
It doesn't just match strings. Match Data Studio reads your records the way a human would — understanding what a 'customer' is, not just how it's spelled.
Scales infinitely
Optimized for real enterprise volume. Millions of records, thousands of fields, dozens of sources — reconciled in minutes instead of weeks.
Explains every match
Every decision is auditable. See exactly why two records matched — or why they didn't — with human-readable explanations your compliance team can actually use.
Plugs into your pipeline
REST and SDK interfaces. Works alongside your existing ETL, dbt projects, or data warehouse. No rip-and-replace required.
Try it on your data.
Bring a sample dataset. We'll run a reconciliation benchmark against your current approach on a real pilot.