I'm not sure your plumber example really works out. Facebook could hypothetically tell you that "Your friends X and Y used plumber's Z services, and liked it!",

I'm not sure your plumber example really works out. Facebook could hypothetically tell you that "Your friends X and Y used plumber's Z services, and liked it!", which is much more persuasive information than a generic ad.