Practically they end up being really different. SD Cards end up being bottom of the barrel flash chips (even from the 'good' brands), whereas eMMC uses flash good enough that you can count on it being non replaceable.
You want "industrial" cards from a vendor tailored to the space. I wouldn't trust even those new industrial sandisk cards.