Store pumpkin bread in the refrigerator in an airtight container for 4-5 days. You can also freeze pumpkin bread for 2-3 months. If you plan to freeze this pumpkin bread, I recommend not frosting the loaf. Freeze the bread and frost when you thaw the loaf out.