Will Fernet’s key function at any timeframe?
No, there is generally no time factor when it comes to decryption.
However, you should remember that even a single changed bit can cause decryption to fail. This is especially the case if that bit is part of the IV, authentication tag or nonce. So I'd rather worry about storage of keys and data. Disks may get stuck, flash may degrade or loose voltage differential.