You shouldn't have to but again, it depends on the type of zucchini. Garden varieties will typically have thicker skin that can be more bitter, but I haven't had any issues. Zucchini from the store have thin, delicate skin that is edible and barely noticeable. The flecks of green throughout the loaf also look very nice!