The calculated distance (air line) between Atherstone and Nuneaton is approximately 5 miles respectively 8 kilometers.
By car or train, the actual journey to Nuneaton is certainly longer, as only the direct route (as the crow flies) between Atherstone and Nuneaton has been calculated here.
Air line (approximately)
8 kilometers
4 nautical miles