Unfortunately, store bought pumpkin ice cream is seasonal. Most companies only sell the flavor in the fall and early winter. However, because you can almost always get canned pumpkin purée at the grocery store, you can make my no churn pumpkin ice cream year-round! Enjoy a scoop of this rich and creamy treat on even the hottest days of the year.