The problem with config files outside of vcs is keeping them in sync, which leads to bugs, insecure sharing methods, and constant interruptions as developers need to bug each other to get the latest values.
Shameless plug, but check out EnvKey[1].
With 10-15 minutes of effort, it gets secrets out of git, out of email, out of Slack, etc. It manages encryption keys safely behind the scenes, protects development secrets just as strongly as production, keeps devs and servers automatically in sync, and greatly simplifies access control and key rotation.
It's not the only solution out there, but it's by far the easiest to setup and work with. In any case, use something that truly solves the problem! Don't settle for half-measures that end up spraying secrets all over third party accounts. This stuff is serious--even when it comes to so-called development secrets, the line is fuzzy.
1 - https://www.envkey.com