One place that doesn't get mentioned very often is the Mangystau region in western Kazakhstan. If you have enough time, it's one of the country's most spectacular areas, with places like Bozzhyra Valley, the Valley of Balls (Torysh), and the underground mosques of Beket-Ata.
I'd also add...