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