We generally suggest buying the Hardcover version when possible, particularly if a gift.
The hardcover format will take more wear-and-tear from little hands, making the book last longer as a keepsake.
The hardcover also uses slightly thicker paper and a more intricate printing process to make the illustrations pop off the page just that much more.