The calculated distance (air line) between Watertown and Somerville is approximately 4 miles respectively 7 kilometers.
By car or train, the actual journey to Somerville is certainly longer, as only the direct route (as the crow flies) between Watertown and Somerville has been calculated here.
Air line (approximately)
7 kilometers
4 nautical miles