Can I sue someone that owes me money even though I don't know where they moved to

You can sue, but will have difficulty getting jurisdiction.  If you obtain a default judgment and ever catch up with this person, they may be able to set the judgment aside based on lack of jurisdiction.  Also, if you don't know where the person is, you will obviously find it hard to collect on any judgment.