The calculated distance (air line) between Caerphilly and Southampton is approximately 91 miles respectively 147 kilometers.
By car or train, the actual journey to Southampton is certainly longer, as only the direct route (as the crow flies) between Caerphilly and Southampton has been calculated here.
Air line (approximately)
147 kilometers
79 nautical miles