Stress-tested it during a client pitch. ROAS improved roughly 30% versus the lookalike audience we ran before. Will be the default vendor for us now.
Thank you for the kind review, always good to hear from buyers using the file for real outreach. Let us know if you'd like the file regenerated with extra columns next time.