The calculated distance (air line) between Reading and Canary Wharf is approximately 41 miles respectively 66 kilometers.
By car or train, the actual journey to Canary Wharf is certainly longer, as only the direct route (as the crow flies) between Reading and Canary Wharf has been calculated here.
Air line (approximately)
66 kilometers
36 nautical miles