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The primary benefits of Code Commit relate to its full integration with other AWS services, most importantly IAM. Access management using roles and MFA support cross-account access and DevOps integration become much easier.
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For AWS infra I would suggest Codecommit. You can also optionally use Amazon CodeGuru Reviewer for Java and Python with Codecommit. Codecommit is also encrypted in transit and at rest. https://docs.aws.amazon.com/codecommit/latest/userguide/encryption.html