The calculated distance (air line) between Caldicot and Southampton is approximately 75 miles respectively 121 kilometers.
By car or train, the actual journey to Southampton is certainly longer, as only the direct route (as the crow flies) between Caldicot and Southampton has been calculated here.
Air line (approximately)
121 kilometers
65 nautical miles