Fun fact: The USS Samuel B Roberts had an ice cream maker, which were ususally only found on much larger ships. It was almost certainly obtained via theft.
Cursory search of "industrial ice cream makers" yields the result of some being the size of a refrigerator. So probably something a man with an appliance cart could move around with relative easy at the most.