Kubernetes Borg/Omega history topic 3: Annotations. Borg's Job type had a single notes field. Like the DNS TXT record, that proved insufficient. For example, layers of client libraries and tools wanted to attach additional information.
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Annotations provided a place to store the configured state for apply, as discussed in http://issues.k8s.io/1178 and http://issues.k8s.io/1702 , and subsumed Openshift's description field, in the v1beta3 API overhaul (http://prs.k8s.io/1225 )
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Some believed that having 2 kinds of key/value string metadata, labels and annotations, would be confusing, so I put some effort into clarifying the distinction in documentation early on, such as in http://prs.k8s.io/1817 . I think unifying them would have reduced usability.
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