From my own experience at Magic Hour, causal attribution became essential when our Instagram videos sparked brand searches that later converted through YouTube and Google Ads. If we relied only on last-touch, we’d mistakenly assume Google deserved all the credit. Time after time, causal models helped us see Instagram’s spark as the real driver, guiding smarter budget splits.