The calculated distance (air line) between Caterham and Leatherhead is approximately 11 miles respectively 18 kilometers.
By car or train, the actual journey to Leatherhead is certainly longer, as only the direct route (as the crow flies) between Caterham and Leatherhead has been calculated here.
Air line (approximately)
18 kilometers
10 nautical miles