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Not a very good starting point to consider phone app storage a reliable secure black box...

True, but you can increase that reliability with encrypted sqlite. Gonna have to pay for it, though.

And where would you hide your encryption key exactly? (Honest question, maybe this is a solved problem, but I don't know the solution).