Should students join as many clubs and teams as possible and pursue leadership opportunities ?

No, this is a mistake. Colleges are looking for applicants that will collectively create well-rounded student bodies. They are not looking for students for who do a little bit of a lot of things. Institutions are looking for "specialists" in their specific areas.