Field-tested by my team. ROAS improved roughly 30% versus the lookalike audience we ran before. Bought it for our lamborghini dealership locations austral outreach in Australia. Will reconsider for the next refresh.
Pulled the trigger after reading the row count. Dedup pass only flagged 1.2% — cleanest dataset I've worked with. Bought it for lamborghini dealership locations austral prospecting across Australia. Sales team is happy.