No, you don’t have to peel tomatoes for preparing a tomato gazpacho soup. If you use a food processor, blender or good hand mixer, the peels will be completely blended in and you won't notice them anymore. On top of it all, eating tomato peels is good and healthy for you since they contain a lot of carotenoids.