Causal attribution shines when customer journeys are multi-step and complex, such as AI-powered personalization campaigns. For example, I’ve worked with marketers where a blog post sparked interest, a comparison page deepened research, and finally an offer page sealed the deal. If you only credit the last click, you miss the content that quietly influenced trust and pushed the conversion alongso causal attribution gives a truer picture of what’s working.