A cannoli cup is similar to the tube-shaped Italian dessert that consists of fried pastry dough stuffed with a sweet, creamy cheese filling. The crispy pastry shell is made with the usual suspects: flour, sugar, whole eggs, and butter. It's usually spiked with marsala, a fortified wine that adds distinct flavor and sweetness.