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I have already moved out all passwords and aws_access/secret_keys, out of the Git repositories.

Some access_keys/secret_keys have now been made available as environment variables so that the pipelines still work.

I'm looking for a simple, easy, not too complex-solution that will give us a basic security for storing secrets that's more secure than saving passwords as environment variables.

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Jenkins has a built-in credentials store that's made for exactly this purpose. Out of the box, it supports SSH keypairs, username/password credentials, and a couple other types. I've used these in both old-style Freestyle jobs and new-style Pipeline jobs with great success.

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