Rand Mountains is a range located in Kern County, California. It appears on the Johannesburg USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,441.60 feet (1,049.00 m) above sea level. The nearest populated place is Randsburg, approximately 1.4 miles to the NE.