You do not need to peel tomatoes for gazpacho. The tomatoes will be cut into small pieces and then blended with other veggies and seasonings. We suggest leaving the skins on for the extra fiber that they provide. Note that if you use canned tomatoes, the tomatoes are often already peeled.