White Chocolate Peanut Butter Cake September 30, 2016 by layercakeparade White chocolate and peanut butter can be partners in crime without being overwhelming! This White Chocolate Peanut Butter Cake takes two powerful flavors and mellows them into a wonderful layer cake!