A sticker recommendation method and apparatus, a server cluster, and a storage medium are disclosed. The sticker recommendation method includes obtaining a use record of each group of stickers used by a user, each group of stickers corresponding to at least one image style obtaining an uncorrected recommendation index of a specified sticker, and obtaining an image style of the specified sticker, correcting the uncorrected recommendation index according to the use record, the image style of each group of stickers, and the image style of the specified sticker, and recommending the specified sticker to the user when the corrected recommendation index satisfies a recommendation condition. Accordingly, the sticker recommended to the user is a sticker obtained by comprehensively considering a preference of the user for the image style of the sticker, thereby improving a sticker recommendation effect.