Your stylist shops actual stores on the web. To help you find the perfect item, we tend to pick some of the fastest-selling highest quality pieces. At the time we share your lookbook, we verify that all items are in stock. In the past, we have seen hot in-stock items sell out. If you love something in your lookbook, we recommend purchasing it right away to avoid this. If something that you loved sells out, let your stylist know and she will do her best to find the same item from another store (or a similar item if it makes sense).