Yes, that's the place. To be clear I've only seen the Alfa in the advert, not in the flesh. I've been to the dealers for a browse on a couple of occasions and they did have some nice stuff in, mainly Americana.
The annual Classic car show in the village is well worth going to if you're not too far away.