cake stacker Share definition Flag somebody who is going nowhere in life. Stacking cakes being all they are good for. Or a fat person Person 1: Hey, why does Kevin never come to school? Person 2: Because he's a fucking cake stacker. cake stacker by jake hard May 21, 2011 0 0 Get merch Get the cake stacker mug. Buy Now — $32.95 See more merch