Solid file overall. ROAS improved roughly 30% versus the lookalike audience we ran before. Bought it for United States's gong cha locations for united states [ ] segment specifically. Otherwise no complaints.
Ran the CSV through our deduper first. Categorisation was granular enough to segment by sub-vertical without regex. Bought it for a United States-focused gong cha locations for united states [ ] territory cut. Recommended.