The calculated distance (air line) between Caldas da Rainha and Olival is approximately 44 miles respectively 71 kilometers.
By car or train, the actual journey to Olival is certainly longer, as only the direct route (as the crow flies) between Caldas da Rainha and Olival has been calculated here.
Air line (approximately)
71 kilometers
38 nautical miles