The calculated distance (air line) between Victoria and Oak Bay is approximately 2 miles respectively 4 kilometers.
By car or train, the actual journey to Oak Bay is certainly longer, as only the direct route (as the crow flies) between Victoria and Oak Bay has been calculated here.