Pine Mountain Club is an unincorporated community in southwestern Kern County, California. As of the 2010 census it had a population of 2,315. For statistical purposes, the United States Census Bureau has defined Pine Mountain Club as a census-designated place. It is one of the Mountain Communities of the Tejon Pass.