Deep Ditch Branch is a stream located in Anne Arundel County, Maryland. It appears on the Round Bay USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1.97 feet (0.60 m) above sea level. The nearest populated place is Maynadier, approximately 0.3 miles to the NNE.