Have you heard of Audi Tradition? It's the same thing as BMW Group classics, most parts are available. Going to local audi dealer is not the way unfortunately.
Audi tradition have an online shop too:
https://shops.audi.com/en_GB/web/tra...8-d2-1994-2003