The calculated distance (air line) between Canary Wharf and City of London is approximately 3 miles respectively 5 kilometers.
By car or train, the actual journey to City of London is certainly longer, as only the direct route (as the crow flies) between Canary Wharf and City of London has been calculated here.
Air line (approximately)
5 kilometers
3 nautical miles