Yes, you can eat zucchini skins. But it is important to pick the right zucchini without any marks or scratches. Younger zucchinis should not have a bitter aftertaste. Before cooking, wash the zucchini in water with a couple of drops of apple cider vinegar (or special fruit and veggie wash liquid) to remove any chemicals that these are sprayed with (unless going for organic).