Attribution gets tricky when customers interact with your brand across devices and channels before converting. I’ve noticed with website builders, many visitors start on mobile, watch a brand video, and later sign up via desktop or search, making last-touch look overly skewed. Causal attribution can uncover those earlier influences, proving the value of upper-funnel content. From experience, I suggest using it when testing investments in discovery or education channels where outcomes unfold over time.