The secret to perfect pecan pie dump cake is drizzling the melted butter evenly across every bit of dry cake mix don't just pour it in one spot or you'll get dry patches. Let it cool for at least 15 minutes before serving so the filling sets up gooey instead of liquid. This tastes even better the next day.