Causal attribution offers stronger insights in multi-channel campaigns where customers move fluidly between online and offline interactions. Last-touch attribution only measures the final digital step and often overlooks earlier brand interactions that shaped customer intent. This limited view can undervalue the impact of marketing efforts that occur before the final click. By focusing on the full journey teams can understand how each touchpoint contributes to conversion and overall campaign performance.