Caps Creek is a stream located in Oneida County, Wisconsin. It appears on the Mercer Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,529.10 feet (466.07 m) above sea level. The nearest populated place is Hazelhurst, approximately 7.6 miles to the ENE.