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Breaking into a CloudFlare server does not get you this private key. CloudFlare does not keep this authentication key unencrypted on disk.

If you have access to a machine, why would you ever look for a key on disk instead of in memory?

There are different levels of "accessing a machine", and some of them might not give you access to the memory area where the key is stored.