Bought for a one-time project. Lat/long landed every pin on the right storefront in Mapbox. Bought it for India's restaurant aggregator platform segment specifically. Minor cleanup needed but nothing major.
Pulled the trigger after reading the row count. Dedup pass only flagged 1.2% — cleanest dataset I've worked with. Bought it to map restaurant aggregator platform density across India. Money well spent.