Impeachment, removal from office, being barred from ever holding office again. Those are separate but need to happen in order.

That’s the limit of it, by design I think. The lack of criminality or even civil offense means the job is predicated on trust to achieve political goals. Once trust is lost, the individual must be removed from office or immense damage will ensue.