Explore details about location Richland Road. Richland Road is a location situated within the Stafford County alongside other areas such as Lakeshore Drive, Shadwell Court, Kellogg Mill Road. Additionally, some smaller parts of Richland Road include specific areas like Rainwater Lane adding to the diversity of its landscape.