Randsburg (formerly, Rand Camp) is a census-designated place (CDP) in Kern County, California, United States. Randsburg is located 17 miles (27 km) south of Ridgecrest, at an elevation of 3504 feet (1068 m). The population was 69 at the 2010 census, down from 77 at the 2000 census.
Randsburg is located at 35°22′07″N -117°39′29″E / 35.36861°N 116.34194°W / 35.36861; -116.34194. It is on the west side of U.S. Route 395 between Kramer Junction to the south and Ridgecrest to the north. Randsburg is in the Rand Mountains, and is separated by a ridge from the neighboring community of Johannesburg.
According to the United States Census Bureau, the CDP has a total area of 1.945 square miles (5.038 km2), over 99% of it land.