Natural soap is made by combining lye (sodium hydroxide) with fats, which are plant oils, like olive oil and coconut oil. Usually, the lye is dissolved in water. In goat milk soap, you dissolve the lye in goat milk instead. This gives you a superfatted bar that’s exceptional for your skin.