Onboarded a junior with this dataset. Cross-checked 50 entries against Google Maps and 47 matched cleanly. No complaints from the field reps.
Tried three vendors before this. ROAS improved roughly 30% versus the lookalike audience we ran before. Bought it for a India electrician market-sizing project. Will buy again.
Onboarding a junior analyst with this dataset as their first project. It's clean enough she's not spending day one debugging encodings.
Wanted hours and reviews together. Most vendors give you one or the other. This had both plus a Google rating column we didn't expect.
Last Update:
Aug 05, 2026 06:00 AM
Published:
May 11, 2026 02:22 AM
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Roll-up datasets — broader coverage at a higher tier are highlighted below.