Cave Gulch is a valley located in Granite County, Montana. It appears on the Elevation Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,697.09 feet (1,431.67 m) above sea level. The nearest populated place is Beartown, approximately 0.4 miles to the SSE.