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Encryption turns your data confidentiality problem into a key management problem.
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Also if you want to keep a secret a secret forever, encrypted but saved data may be easily decrypted in the future. Most secrets though in reality are less useful in X years time.
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Theoretically maybe, but there's no indication that a quantum-resistant algorithm can't encrypt something that's secure for the coming million+ years.
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Sure there is, just use a one time pad and never repeat the message.

Oops - you said the opposite of what I read, my mistake.

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Whenever someone says "But it should have been encrypted!" about things like configs on a server, I ask them how they'd implement that in practice.

PoC or GTFO.

I think you'll find it's a bit harder to do than you expect.

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