Affiliate Disclosure

What this disclosure covers

After a cleaning run finishes, the results page may show optional recommendations for external tools and learning resources related to data work.

Some of those links may be affiliate links. If you open one and later make a purchase on the external site, we may receive a commission from that provider.

What this means for you

• Recommendations only appear after your cleaning results are ready. They never block downloads or replace any core feature.
• Using this product does not require visiting any recommended resource.
• Affiliate links do not change the price you pay on the external site.
• Whether or not you click a recommendation has no effect on your cleaning results, exports or account.

How recommendations are selected

Recommendations are curated manually and are related to data preparation and analysis. We do not fabricate reviews or endorsements, and external sites are governed by their own terms and privacy policies.

Note

This page is a working draft for the product preview and will receive a final legal review before public launch.