During the annual Sticker Fair sticker sale, you can purchase any stickers you are missing from the previous year's Events.
You can also purchase chests containing three random stickers from each Event, as well as special chests containing prize stickers at the Curiosity Shop and the Store.
There are also offers on chests of prize stickers.