The calculated distance (air line) between Cardiff and Bargoed is approximately 14 miles respectively 23 kilometers.
By car or train, the actual journey to Bargoed is certainly longer, as only the direct route (as the crow flies) between Cardiff and Bargoed has been calculated here.