Cave Bay is a bay located in Lewis and Clark County, Montana. It appears on the Canyon Ferry USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,792.62 feet (1,155.99 m) above sea level. The nearest populated place is Cavetown, approximately 0.3 miles to the N.