I've definitely had them fail. Any solid state storage has a limited number of writes, so there's that. But also they can fail due to the mysteries of electronics or static electricity.

If you really wanted to get the data off, it's possible to run Spinrite on solid state drives, but the $90 for it pales in comparison to $10 for a new SD card.

-Rog