The calculated distance (air line) between Rotherhithe and Reading is approximately 40 miles respectively 64 kilometers.
By car or train, the actual journey to Reading is certainly longer, as only the direct route (as the crow flies) between Rotherhithe and Reading has been calculated here.
Air line (approximately)
64 kilometers
35 nautical miles