The calculated distance (air line) between Costa de Caparica and Setúbal is approximately 21 miles respectively 33 kilometers.
By car or train, the actual journey to Setúbal is certainly longer, as only the direct route (as the crow flies) between Costa de Caparica and Setúbal has been calculated here.
Air line (approximately)
33 kilometers
18 nautical miles