Cave Lake is a lake located in Park County, Montana. It appears on the Crazy Peak USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 8,644.29 feet (2,634.78 m) above sea level. The nearest populated place is Sioux Crossing, approximately 14.2 miles to the SSE.