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Attack paths Compliance How it works Attack map Pricing Blog
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The Pathbreak Attack Map for AWS / SageMaker
Privilege escalation SageMaker T1578

Hijack SageMaker notebook via presigned URL

Can mint a presigned URL to a notebook and run a shell as its execution role.

Grants escalation on its own.

sagemaker:CreatePresignedNotebookInstanceUrl
Key takeaway

On its own, sagemaker:CreatePresignedNotebookInstanceUrl can mint a presigned URL to a notebook and run a shell as its execution role. On a wide resource scope that alone reaches administrator access.

CreatePresignedNotebookInstanceUrl runs as its role 01 Attacker principal 02 Existing compute 03 Its role 04 Administrator
How an attacker moves from this permission.
Explore this in Pathbreak

Why it is dangerous

A principal can call sagemaker:CreatePresignedNotebookInstanceUrl on an existing notebook instance that runs as the target role, minting a signed URL that opens the notebook's Jupyter environment. Using Jupyter's built-in terminal, a shell running as the target role, the attacker reads the target role's live credentials or calls AWS directly. No iam:PassRole is needed, because the target role is already bound to the notebook. If the target role is privileged this is full privilege escalation against a notebook that was already trusted.

In MITRE ATT&CK terms this maps to T1578, Modify Cloud Compute Infrastructure, under the privilege escalation tactic. AWS records it in CloudTrail as CreatePresignedNotebookInstanceUrl. The call shows up in CloudTrail but blends into normal administration, so it needs a rule to stand out.

Detection

CreatePresignedNotebookInstanceUrl

Prerequisites

An existing SageMaker notebook instance with an execution role; permission to create a presigned URL for it. The notebook must be InService to open the Jupyter session.

MITRE ATT&CK

T1578 · Modify Cloud Compute Infrastructure

Tactic

Privilege Escalation

Breaking the path

A control that would remove it: Restrict sagemaker:CreatePresignedNotebookInstanceUrl to operators; reduce the notebook execution role's permissions.

Whether to apply it depends on how the permission is used in your environment, so it is a business decision rather than an automatic fix. The same permission can be load-bearing in one account and pure risk in another.

Pathbreak confirms whether this path resolves in your account, ranks it against the others by how much it opens up, and uses your threat model and business context to show which paths are worth cutting.

Questions

What does sagemaker:CreatePresignedNotebookInstanceUrl allow?

Can mint a presigned URL to a notebook and run a shell as its execution role.

Can sagemaker:CreatePresignedNotebookInstanceUrl escalate privileges on its own?

Yes. Held on a broad enough resource it reaches administrator access with no other permission.

How is hijack SageMaker notebook via presigned URL detected?

Watch for CreatePresignedNotebookInstanceUrl in CloudTrail. The call shows up in CloudTrail but blends into normal administration, so it needs a rule to stand out.

How do you break this path?

A control that would remove it is: Restrict sagemaker:CreatePresignedNotebookInstanceUrl to operators; reduce the notebook execution role's permissions. Whether to apply it depends on how the permission is used in your account, so it is a business decision rather than an automatic fix.

Which MITRE ATT&CK technique is this?

T1578, Modify Cloud Compute Infrastructure, under the privilege escalation tactic.

Related paths

Same servicePass role to SageMaker model endpointiam:PassRoleSame servicePass role to SageMaker tuning jobiam:PassRoleSame serviceHijack SageMaker notebook via lifecycle configsagemaker:UpdateNotebookInstanceSame servicePass role to SageMakeriam:PassRoleSame servicePass role to SageMaker processing jobiam:PassRoleSame servicePass role to SageMaker training jobiam:PassRole

References

  • https://attack.mitre.org/techniques/T1578/

Find this in your own account

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