Native of the Scottish city in which the Dandies football team play at home at the Pittodrie Stadium (10)
I believe the answer is:
aberdonian
(Other definitions for aberdonian that I've seen before include "of Scottish city" , "person from 20 [GRANITE] city" , "Scottish resident" , "Citizen of Aberdeen" .)