Caldwell Lake is a lake located in Los Angeles County, California. It appears on the Valyermo USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 5,173.88 feet (1,577.00 m) above sea level. The nearest populated place is Mile High, approximately 0.3 miles to the ESE.