The TBT Fair begins tomorrow (I believe? might be today, depending on time zone differences).
And to get the collectibles, you have to participate in the fair events and earn tickets, and spend the tickets on the special collectibles from the shop. Some will be limited with occasional restocks, so make sure you decide early on what you want after they release them and put them up in the shop, since they can disappear fast.