At the grocery store, that is Nopales. Here on the Forum, that's TORTOISE FOOD!!! Opuntia
You can rub lightly with a plastic scouring pad, but you really don't have to remove them. They don't hurt the tortoise.
Yes, small white hairs. Not big spines.i don't think so are the hairs really small ?