Northbeam built its reputation on attribution. If you've spent any time in DTC growth circles, you know the pitch: multi-touch modeling, cleaner spend-to-revenue mapping, better answers than last-click ever gave you. It's a good tool at that one job.

But here's what keeps happening: founders start the trivas vs northbeam 7 reasons founders choose search not because attribution is broken, but because attribution was never the whole problem. The real trigger is usually a brand running Amazon and Shopify side by side, or juggling three ad platforms, and realizing Northbeam only covers one slice of the business.