The calculated distance (air line) between Blackwood and Cardiff is approximately 13 miles respectively 21 kilometers.
By car or train, the actual journey to Cardiff is certainly longer, as only the direct route (as the crow flies) between Blackwood and Cardiff has been calculated here.