I am using an iPhone 6 with IOS12. When I go to the AppStore and look for the app, it's no longer there. Also in Purchased, I can't see it.
I'll check in my iTunes library if I can find a backup with the app in it. In that case, I can make a new backup, and try to copy the app from the old backup, and restore.