Cover your serving bowl tightly with plastic wrap or transfer leftover banana pudding to an airtight container. Store in the refrigerator for 2-3 days. However, keep in mind that the bananas will begin to turn brown and the vanilla wafer cookies will get soggy the longer leftover banana pudding is stored.