The calculated distance (air line) between Rotherhithe and Cardiff is approximately 135 miles respectively 217 kilometers.
By car or train, the actual journey to Cardiff is certainly longer, as only the direct route (as the crow flies) between Rotherhithe and Cardiff has been calculated here.
Air line (approximately)
217 kilometers
117 nautical miles