The Sticker Fair sticker sale is held once a year. During the sale, you can buy the missing stickers from the previous year's Events.
During that time you can buy chests with three random stickers from each of the Events and special chests with prize stickers at the Curiosity Shop and the Store.
There are also offers with chests of prize stickers available.