Deep Creek is a bay located in Anne Arundel County, Maryland. It appears on the Deale USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately -0.40 feet (-0.12 m) above sea level. The nearest populated place is Franklin Manor-on-the-Bay, approximately 0.7 miles to the SSW.