The calculated distance (air line) between Chepstow and Cardiff is approximately 24 miles respectively 39 kilometers.
By car or train, the actual journey to Cardiff is certainly longer, as only the direct route (as the crow flies) between Chepstow and Cardiff has been calculated here.