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.
Used the dataset for a competitor density study and the catchment overlap was solid. The category column made segmenting QSR vs casual easy.
Looked at three vendors before settling on this one. The website column was populated for roughly 80% of rows, others were closer to 40.
Bought it for a single SDR project, ended up reusing the file twice for franchise prospecting. Great value for what we paid.
Last Update:
Jul 05, 2026 03:03 AM
Published:
May 11, 2026 02:20 AM
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Roll-up datasets — broader coverage at a higher tier are highlighted below.