The calculated distance (air line) between Caterham and Warlingham is approximately 2 miles respectively 3 kilometers.
By car or train, the actual journey to Warlingham is certainly longer, as only the direct route (as the crow flies) between Caterham and Warlingham has been calculated here.
Air line (approximately)
3 kilometers
2 nautical miles