The upside of the lack of real constructors is less incidental complexity which every object having a constructor written which then has to be read and maintained.
Another option of course is to write constructors - there's nothing to stop you doing so in go and using those when creating objects (e.g. foo.New() whenever you want one of these things), but it'd be a convention rather than something required.