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Data Science Pipelines CVE-2026-18621

| EUVDEUVD-2026-55814 HIGH
Incorrect Privilege Assignment (CWE-266)
2026-08-10 redhat GHSA-6wxg-hpw6-m2x7
7.6
CVSS 3.1 · Vendor: redhat
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Severity by source

Vendor (redhat) PRIMARY
7.6 HIGH
AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:L/A:L
vuln.today AI
9.9 CRITICAL

Scope is Changed (S:C) because exploitation escapes namespace to node-root, crossing a Kubernetes security boundary; I:H and A:H reflect full node control per description.

3.1 AV:N/AC:L/PR:L/UI:N/S:C/C:H/I:H/A:H
4.0 AV:N/AC:L/AT:N/PR:L/UI:N/VC:H/VI:H/VA:H/SC:H/SI:H/SA:H
Red Hat
7.6 HIGH
qualitative

Primary rating from Vendor (redhat).

CVSS VectorVendor: redhat

CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:L/A:L
Attack Vector
Network
Attack Complexity
Low
Privileges Required
Low
User Interaction
None
Scope
Unchanged
Confidentiality
High
Integrity
Low
Availability
Low

Lifecycle Timeline

2
Analysis Generated
Aug 10, 2026 - 21:28 vuln.today
CVE Published
Aug 10, 2026 - 20:44 nvd
HIGH 7.6

DescriptionCVE.org

A flaw was found in Data Science Pipelines (DSP). An attacker with namespace editor privileges can bypass security hardening by submitting a malicious Argo Workflow through the V1 API path. This allows the API server to create pods with elevated privileges, acting as a 'confused deputy' on behalf of the attacker. Successful exploitation grants the attacker node-root access, enabling arbitrary code execution and full control over the underlying node.

AnalysisAI

Privilege escalation in Red Hat Data Science Pipelines (DSP) allows an authenticated namespace editor to gain node-root access by submitting a crafted Argo Workflow via the V1 API path. The API server, acting as a confused deputy (CWE-266), creates pods with elevated privileges on the attacker's behalf, effectively breaking out of Kubernetes namespace isolation. …

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Attack ChainAIDerived

Hypothetical attack flow derived from CVE metadata

Recon
Obtain namespace editor RBAC binding
Delivery
Craft malicious Argo Workflow with privileged pod spec
Exploit
Submit workflow to DSP V1 API endpoint
Install
DSP API server creates privileged pod as confused deputy
C2
Exec into privileged pod
Execute
Escape to node root filesystem
Impact
Full node compromise

Vulnerability AssessmentAI

Exploitation Exploitation requires the attacker to hold namespace editor RBAC privileges within a Kubernetes namespace where Data Science Pipelines is deployed and the DSP V1 API path is accessible. … Additional conditions and limiting factors are described in the full assessment.
Risk Assessment The official CVSS 3.1 score of 7.6 (AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:L/A:L) is likely an underestimate of true impact. … Full risk analysis with EPSS, KEV, and SSVC signal comparison available after sign-in.
Exploit Scenario An attacker with legitimate namespace editor access in an OpenShift AI environment - such as a data scientist or MLOps engineer with scoped access - crafts an Argo Workflow manifest that specifies a privileged pod security context (e.g., privileged: true or hostPID: true) and submits it to the DSP V1 API endpoint. The DSP API server, using its own elevated service account, forwards the pod creation request to Kubernetes without stripping the malicious security context, resulting in a privileged pod being scheduled on a cluster node. …
Remediation Consult the Red Hat security advisory at https://access.redhat.com/security/cve/CVE-2026-18621 and Bugzilla entry https://bugzilla.redhat.com/show_bug.cgi?id=2510327 for the official patch and fixed version, as no specific patched release version was available in the data provided at time of analysis. … Detailed patch versions, workarounds, and compensating controls in full report.

Recommended ActionAI

Within 24 hours, audit all Red Hat Data Science Pipelines deployments to identify users and service accounts with namespace editor permissions. …

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Vendor StatusVendor

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CVE-2026-18621 vulnerability details – vuln.today

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