Diff between "join" and boolean "union"?

 From:  angeliclight
Hi, there,

Could someone please explain the difference <no pun intended> between the "join" and the boolean "union" option? I'm going through the video tuts and it's not clear (yet) why one would be used over the other...

Thanks a bunch, and sorry if this is obvious!

- A