Cave Gulch is a valley located in Cassia County, Idaho. It appears on the Blue Hill USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,775.22 feet (1,455.49 m) above sea level. The nearest populated place is Oakley, approximately 8.7 miles to the NNE.