The calculated distance (air line) between Caerleon and Southampton is approximately 83 miles respectively 133 kilometers.
By car or train, the actual journey to Southampton is certainly longer, as only the direct route (as the crow flies) between Caerleon and Southampton has been calculated here.
Air line (approximately)
133 kilometers
72 nautical miles