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Have you updated to iOS 11? I couldn't find it in the App Store without updating, since the app is only for iOS 11.

Yes I have updated. Just checked and I can see it now. Betting it was just a delay in the search results being updated like another reply suggested.

I'm on iOS 11 and had the same problem.