Margot & Joseph's flat is very cosy and it is a nice place to come back after a day of visit (it is really well equiped, lots of kitchen tools etc.)
Note that you will need to take the subway/tram/bus to get to most places from there but public transportation is really convenient in Vienne.
Juan who welcomed us gave us a lot of very useful tips and addresses!