Compared this side-by-side with two competitors. Dedup pass only flagged 1.2% — cleanest dataset I've worked with. Recommended.
First impression after the download: ROAS improved roughly 30% versus the lookalike audience we ran before. Renewed for another quarter already.
Reasonable value for what we paid. Categorisation was granular enough to segment by sub-vertical without regex. Couple of small gaps but workable.
Saved me a scraping project I'd been dreading. Sample matched live data when I spot-checked random rows. Bought it as the seed list for a united states manhattan bagel locations outbound push in United States. Sales team is happy.
Last Update:
Jun 30, 2026 02:37 AM
Published:
Jun 11, 2026 15:01 PM
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