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