Why can blindly scaling winning campaigns stop working?

Because the best-performing audience or demand pool is finite. As spend increases, platforms often have to reach less responsive users, bid into more expensive auctions or push lower-margin products. The average result can therefore deteriorate. Scale should be tested incrementally rather than assumed.