Best way to stay anonymous on chrome?

Keep away from Chrome, try using Firefox, and don't use Google unless you absolutely have to. Load up Duck-Duck-Go for your search engine instead. Add to all of that a good VPN. My favourite being PrivateInternetAccess, it's very good and reasonably priced.