The calculated distance (air line) between Southampton and Canary Wharf is approximately 73 miles respectively 117 kilometers.
By car or train, the actual journey to Canary Wharf is certainly longer, as only the direct route (as the crow flies) between Southampton and Canary Wharf has been calculated here.
Air line (approximately)
117 kilometers
63 nautical miles