Twitter ads look like tweets, Facebook ads look like Facebook posts, and of course search ads look like search results, at least in Gmail they have their own designated area.
They replace the webclip ads when the "promotions" tab is enabled: http://googlesystem.blogspot.com/2013/06/ads-in-gmails-promo...