Homemade Rosemary-Mint Goat Milk Soap. I have a whole list of our favorite essential oil blends for soap making, and this particular blend isn’t on the list – because this is the first time I’ve ever tried it. Another thing that was a first for me with this batch, is that I used canned goat milk that I bought from our local grocery store.