I do the same, with two apps actually.I still use an app that hasn't updated in six years. Aside the black bars at the top and bottom of the screen it still does exactly what I want and I haven't found anything better. Old apps are not always bad apps.
Just search for the app's name in the App Store.No idea how to tell if Apple have removed it, and if that means I'll never be able to download it again.