The calculated distance (air line) between Caloocan City and Biñan is approximately 23 miles respectively 36 kilometers.
By car or train, the actual journey to Biñan is certainly longer, as only the direct route (as the crow flies) between Caloocan City and Biñan has been calculated here.
Air line (approximately)
36 kilometers
20 nautical miles