The calculated distance (air line) between Caterham and Earlsfield is approximately 12 miles respectively 19 kilometers.
By car or train, the actual journey to Earlsfield is certainly longer, as only the direct route (as the crow flies) between Caterham and Earlsfield has been calculated here.
Air line (approximately)
19 kilometers
10 nautical miles