Items leaving the store?

Hey guys, do items ever leave the store? I thought we could buy things even if they weren’t on the store page but snap cycle for the r.357 is nowhere to be found for me. Also, my store no longer has “kawaii”, “western”, etc. was that intended? Thanks yall