Congratulations to the increased salary!
Since the database schema doesn't support it, adjusting the wage value in the app would affect all, incl. past work units. You would need to create a new task with the new salary or, as you said, use a "earnings adjustment tag" that you add to newly created work units and which reflect the increase (but I understand if that's not an option for you).