It occurs to me now (after my previous answer) that the source of your confusion could be phrases like "coffee with sugar or cream?", meaning that sugar or cream is added to (combined with) the coffee.
Here it means, as I said, the coffee is served at the same time as the dessert, or later.
And, Hi Mimi2, you seem like an old friend by now!