Caldwell Gulch is a valley located in Santa Cruz County, California. It appears on the Laurel USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 548.64 feet (167.23 m) above sea level. The nearest populated place is Olive Springs (historical), approximately 1.7 miles to the SE.