Some accounts I read said they got beaten pretty badly by the Viking invaders in the north. This weakened the Pictish Kingdom (Pictland) enough to allow the Dal Riada from Ireland (Scoti) to combine and absorb the Pictish Kingdom. So when the Scoti and Pictland combined, you eventually got Scotland.
No doubt the picture will become clearer with DNA studies now underway.