You can search for items in the Shop using the bottom search bar of the Shop screen.

When doing that, try to look for keywords, such as colours and styles. That should improve the results and increase your chances of finding what you’re looking for. :)

Some items appear in the Shop for a limited time only. Time-limited items can be identified by the ‘timer’ icon that appears in the item’s thumbnail.