Do early stage cancers eventually turn metastatic?

Possibly. Unfortunately, most if not all cancers have the potential to spread. Depends on the kind, stage, and aggressiveness of the cancer. Still, many early stage cancers will never relapse, so it is a matter of being aware, not scared. Best to you.