The calculated distance (air line) between Battersea and Canary Wharf is approximately 6 miles respectively 10 kilometers.
By car or train, the actual journey to Canary Wharf is certainly longer, as only the direct route (as the crow flies) between Battersea and Canary Wharf has been calculated here.
Air line (approximately)
10 kilometers
5 nautical miles