The calculated distance (air line) between Atherstone and Cardiff is approximately 103 miles respectively 165 kilometers.
By car or train, the actual journey to Cardiff is certainly longer, as only the direct route (as the crow flies) between Atherstone and Cardiff has been calculated here.
Air line (approximately)
165 kilometers
89 nautical miles