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 (CDP). It is one of the Mountain Communities of the Tejon Pass.

The Mountain Communities of the Tejon Pass, or the Frazier Mountain Communities, in the San Emigdio Mountains is a region of California that includes Lebec, Frazier Park, Lake of the Woods, Pinon Pines, and Pine Mountain Club, in Kern County, Gorman in Los Angeles County and Lockwood Valley within Kern and Ventura counties. They are all within or near the Tejon Pass, which links Southern California with the San Joaquin Valley. Also sometimes included within the communities are Cuddy Valley, Grapevine, Neenach and New Cuyama.