Sherpa coat is any coat with faux sheepskin lining. A shearling coat technically is made of a hide from sheep or lamb that's been shorn just once before the slaughter. However, sheepskin and shearling coats are usually used as synonyms but it is considered that shearling has a softer feel to it.