Bocconcini are sold in either water or olive oil. Each has its unique uses but in this case, we want to use the mozzarella without the heavy flavoring oil imparts. Bocconcini are balls of mozzarella, usually less than 2 inches in diameter. Simply rip them apart for this, as the coarse texture will hold the dressing much better than a cut edge.