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Production configuration can change through kubectl edits, CI pipelines, operators, Terraform, and hotfixes. Those paths are difficult to correlate when the evidence is split across audit logs.

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One query, one ranked answer

Use the graph to count changes, rank the resources with the most churn, and trace the result back to the relevant production object. The same query can run from the CLI, TypeScript SDK, HTTP API, or MCP, making it easy to add to platform workflows before a repeated change becomes an incident.

Watch every Graph API demo

Open the complete video showcase.