> I wonder what does a scraping framework offer?

HTTP requests, HTML parsing, crawling, data extraction, wrapping complex browser APIs etc. Nothing you couldn't do yourself, but like most frameworks, they abstract the messy details so you can get a scraper working quickly without having to cobble together a bunch of libraries or re-invent the wheel.