The calculated distance (air line) between Santa María and Callao is approximately 16 miles respectively 25 kilometers.
By car or train, the actual journey to Callao is certainly longer, as only the direct route (as the crow flies) between Santa María and Callao has been calculated here.
Air line (approximately)
25 kilometers
14 nautical miles