Upstate begins at the Tappen Zee Bridge.
Though Albany is a Twilight Zone of its own.
Nice description of Albany that applies equally, though in a different way, to Ithaca. Ithaca is a combination of a New York City and a Boston/some other random East coast corridor major city neighborhood (maybe a D.C. suburb) dropped into the middle of Oz.