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Saved February 14, 2026
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This article discusses a method for privilege escalation in AWS SageMaker, paralleling previous exploits in EC2. It explains how an attacker can manipulate lifecycle configurations to run unauthorized code and gain access to IAM roles. The author provides a proof of concept and highlights the need for better security measures.
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The article highlights a privilege escalation vulnerability involving AWS services, particularly EC2 and SageMaker. In EC2, if an attacker can execute specific API calls—like `ec2:StartInstances`, `ec2:StopInstances`, and `ec2:ModifyInstanceAttribute`—they can manipulate the instance’s user data. By inserting a boot hook directive in the user data, an attacker can run unauthorized code during the instance's startup, potentially accessing sensitive credentials tied to the instance's execution role.
In a similar vein, SageMaker also presents a path for privilege escalation. The author outlines how SageMaker's Notebook instances can be exploited. While SageMaker doesn’t have a direct equivalent to EC2's `ModifyInstanceAttribute`, it does have `sagemaker:UpdateNotebookInstance` and a lifecycle configuration feature. By stopping a Notebook instance, creating a lifecycle configuration with malicious code, updating the instance to use this configuration, and restarting it, an attacker can run arbitrary code and gain access to the instance’s credentials or execute privileged actions.
The author emphasizes that this type of escalation works because the permissions checks occur at different times. The `PassRole` permission, which normally restricts the passing of IAM roles, is only enforced when the role is initially configured. After that, a user can potentially modify the code or actions executed under that role, bypassing the original permissions. This insight suggests that similar vulnerabilities could exist across various AWS services, encouraging a thorough review of API models for additional exploit opportunities.
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