It is a nickname for the name zoe.
It came about from a Hispanic guy named Fernando who couldn't say his Z's so he said soe (for zoe.)
and then added on baby.
So now it is a well known nickname for for ANY girl named zoe!
Fernando on the school announcements:... And now have a soebaby day.