Use a good quality cake mix. 2. Make sure that the batter is not too wet. 3. Bake the whoopie pies for the correct amount of time. 4. Let the whoopie pies cool completely before filling them. 5. Use a generous amount of filling. 6. Press the whoopie pies together firmly.