Cave Lake is a swamp located in Okanogan County, Washington. It appears on the Riverside USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,641.08 feet (805.00 m) above sea level. The nearest populated place is Riverside, approximately 4.8 miles to the ESE.