For best results, ensure the butter is properly softened but not melted. This will contribute to a light and airy texture in both the cakes and the filling. Do not overmix the batter, as this can result in tough whoopie pies. Mix until just combined. The whoopie pies can be stored in an airtight container at room temperature for up to 3 days.