Fresh Goat’s Milk, Olive Oil & Cocoa Butter - Many commercial brands of goat's milk soap use powdered milk. We think the best ones use fresh goat’s milk. Goat’s milk soap is especially suited to those people with very sensitive skin. It’s the mildest way to remove old oil and grease from the skin and replaces these oils with pure nut oils and proteins.