Be aware that wheels and the collapsible handles take up a lot of the internal space, so you'll get hardly anything in a tiny wheelie case.
You might also find a bag that doesn't squash won't fit under the seat due to bits of the seat frame getting in the way.
Unless you really can't manage a rucksack or holdall I wouldn't use a bag like those in your first links.