there's no need to peel zucchini. in fact, the skin is a big source of zucchini nutrition (the deep green color is a dead giveaway) so you definitely want to leave the skin on. how to cut zucchini: after giving the zucchini squash a good rinse under cold water, slice off the stem and discard it.