On mobile, there's a 'save backup' tab.
If you pressed 'save backup' last time, you'll see a pop-up that says "Would you like to restore from where you previously left off?" when you start playing again. If you accept it, you can start when you press 'save backup'.
The buff disappears and the horse goes back to the stable.