Quality score
See exactly how many rows are ready, auto-fixed, or blocked before import.
Use case
Warehouse-ready event CSVs
Data engineers preparing event exports for BigQuery, Snowflake, or Redshift loads without writing one-off cleanup scripts.
Common problems
- Schema mismatches blocking COPY jobs
- JSON property columns with inconsistent types
- 124k-row files that fail silent validation
Automated cleanup
Timestamps, naming, properties, deduplication — the fixes data teams write scripts for.
Human gate
Approve auto-fixes before anything exports to your analytics stack.
Scan your analytics CSV before import.
Free preview on 10,000 rows · Human review before export to Mixpanel, Amplitude, or your warehouse.