Snow Shoe is a borough in Centre County, Pennsylvania, United States. It is part of the State College, Pennsylvania Metropolitan Statistical Area. The population was 765 at the 2010 census. According to tradition, Snow Shoe was so named when a pair of snowshoes were found at an Indian village near the present town site.