Cave Lake is a lake located in Ravalli County, Montana. It appears on the Trapper Peak USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 7,540.65 feet (2,298.39 m) above sea level. The nearest populated place is Conner, approximately 8.6 miles to the ENE.