The calculated distance (air line) between Reading and Wallingford is approximately 12 miles respectively 19 kilometers.
By car or train, the actual journey to Wallingford is certainly longer, as only the direct route (as the crow flies) between Reading and Wallingford has been calculated here.
Air line (approximately)
19 kilometers
10 nautical miles