Users often interact with brands across mobile, tablet, and desktop before making a purchase. Causal attribution tracks these touchpoints to reveal which interactions truly influence decisions rather than crediting only the final click. This helps teams coordinate campaigns across devices, create seamless experiences, and understand how different channels and formats contribute to conversions.