Cat Swamp is a swamp located in Warren County, New Jersey. It appears on the Washington USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 452.76 feet (138.00 m) above sea level. The nearest populated place is Oxford, approximately 0.7 miles to the SSW.