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If you are running on AWS, you can set up IAM roles to eliminate the need to store credentials on servers. I don't know too much about it, but for a personal project I set up a role to allow an EC2 instance (started with that role) to access a private S3 bucket, all without any access keys.
"You can create an IAM role, assign it a set of permissions, launch EC2 instances with the IAM role, and then AWS access keys with the specified permissions are automatically made available on those EC2 instances."