Elvis Presley cake is made with a simple yellow cake mix that's doctored up with pineapple chunks to make an incredibly moist cream cheese frosted cake with chopped pecans sprinkled on top. Starting with a cake mix and ending with pineapple, homemade cream cheese frosting, and pecans.