Cannoli cake is made with a vanilla citrus-infused cake that is filled with a sweet mascarpone and ricotta filling. Cannoli cake often has chocolate chips inside the cream or on the outside, used as a garnish. The cakes are also typically made with orange, lemon, cinnamon and almond flavorings.