I'm pretty sure I've shopped there before but I don't remember how I got there.

You need to redeem a to shop there. You can purchase them in user shops, or receive them from random events.

thank you so much Caprice for being so helpful.

And thank you anonymous for sending me one of those invites! Very cool. I have to go see what I can buy now.