A global media and publishing enterprise with 10,000+ employees and 300 engineers faced a major challenge: limited visibility across distributed, contractor-heavy teams. Snapshot AI on AWS pulled data from GitHub, Jira, and CI/CD pipelines to spot ghost engineers, recognize top talent, and benchmark performance across teams.

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