Where did all the shoes go?

I’ve been eyeing a couple of pairs of shoes on the website and I looked today and they were all gone. I was specifically interested in the women’s Paris Loafer in two different colors - both of which were available in a variety of sizes and now they’ve vanished from the site.

Am I just out of luck? Is this typical and the website will be restocked as the holidays approach?