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