The calculated distance (air line) between Atherstone and Solihull is approximately 15 miles respectively 24 kilometers.
By car or train, the actual journey to Solihull is certainly longer, as only the direct route (as the crow flies) between Atherstone and Solihull has been calculated here.
Air line (approximately)
24 kilometers
13 nautical miles