If you do go to Orange Park, there is a LaQuinta, Best Western Hotel & Suits, or Hampton Inn. You will have a little over a 2 hour drive to Canaveral.
You can always stay in Lake Park GA. This is 2nd to the last exit in Ga. just south of Valdosta. They have a Hampton Inn there. You would have a 3 and a half to 4 hour drive to Canaveral from here.
There is not much in between these 2 stops. Hope this helps.