The calculated distance (air line) between Chertsey and Leatherhead is approximately 10 miles respectively 16 kilometers.
By car or train, the actual journey to Leatherhead is certainly longer, as only the direct route (as the crow flies) between Chertsey and Leatherhead has been calculated here.
Air line (approximately)
16 kilometers
9 nautical miles