Karlobag is a seaside municipality on the Adriatic coast in Croatia, located underneath the Velebit mountains overlooking the island of Pag, wes…Karlobag is a seaside municipality on the Adriatic coast in Croatia, located underneath the Velebit mountains overlooking the island of Pag, west of Gospić and south of Senj. The Gacka river also runs through the area.