Do dropped items disappear after a while?
Nothing despawns, you must have just not found it.
It's easiest to see what is around you on the ground by using TAB or whatever button you have set to your inventory.
But chances are you just didn't see it/find it, smaller chances someone took it but, I've done this myself many times, it just happens.