I don't think there's an all-round solution for this kind of thing. I've tried to find one myself a while back. Trying to archive photos from a site that was going to close. But I didn't really find a good solution, finally having made some half-automated, half-by-hand solution.

It would help if you could tell us what website it is. Maybe then, a proper solution is available.