When we visited Croatia for a long weekend last year we stayed in Cavtat just along the coast.
Lovely area and a nice easy boat trip into Dubrovnik for the day. Would highly recommend Cavtat and right near the airport for easy transfer.
Boat best way of going into Dubrovnik as takes you right...