Sbarro''s brand image to me is "airport concourse crap," but maybe that is because it's the only place I've encountered one. But yeah, that is probably the canonical example of Italian fast food.
There are/were store front locations in Manhattan and maybe Queens. I used to see them quite a bit in Manhattan but they went though bankruptcy this year so who knows how many locations closed over the years.