Randsburg 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 3,504 feet (1,068 m). The population was 45 in the 2020 census, down from 69 in the 2010 census.