Vulnerability-Lookup

PYSEC-2026-2272

Vulnerability from pysec - Published: 2026-05-08 22:16 - Updated: 2026-07-13 05:51

Details

Ray is an AI compute engine. From version 2.54.0 to before version 2.55.0, Ray Data registers custom Arrow extension types (ray.data.arrow_tensor, ray.data.arrow_tensor_v2, ray.data.arrow_variable_shaped_tensor) globally in PyArrow. When PyArrow reads a Parquet file containing one of these extension types, it calls arrow_ext_deserialize on the field's metadata bytes. Ray's implementation passes these bytes directly to cloudpickle.loads(), achieving arbitrary code execution during schema parsing, before any row data is read. This issue has been patched in version 2.55.0.

Severity

8.8 (High)


                  
                    CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H

Impacted products

Name	purl
ray	pkg:pypi/ray

Aliases

JSON

To clipboard

{
  "affected": [
    {
      "ecosystem_specific": {},
      "package": {
        "ecosystem": "PyPI",
        "name": "ray",
        "purl": "pkg:pypi/ray"
      },
      "ranges": [
        {
          "events": [
            {
              "introduced": "0"
            },
            {
              "last_affected": "2.54.0"
            }
          ],
          "type": "ECOSYSTEM"
        }
      ],
      "versions": [
        "0.1.1",
        "0.1.2",
        "0.2.0",
        "0.2.1",
        "0.2.2",
        "0.3.0",
        "0.3.1",
        "0.4.0",
        "0.5.0",
        "0.5.2",
        "0.5.3",
        "0.6.0",
        "0.6.1",
        "0.6.2",
        "0.6.3",
        "0.6.4",
        "0.6.5",
        "0.6.6",
        "0.7.0",
        "0.7.1",
        "0.7.2",
        "0.7.3",
        "0.7.4",
        "0.7.5",
        "0.7.6",
        "0.7.7",
        "0.8.0",
        "0.8.1",
        "0.8.2",
        "0.8.3",
        "0.8.4",
        "0.8.5",
        "0.8.6",
        "0.8.7",
        "1.0.0",
        "1.0.1",
        "1.1.0",
        "1.10.0",
        "1.11.0",
        "1.11.1",
        "1.12.0",
        "1.12.1",
        "1.13.0",
        "1.2.0",
        "1.3.0",
        "1.4.0",
        "1.4.1",
        "1.5.0",
        "1.5.1",
        "1.5.2",
        "1.6.0",
        "1.7.0",
        "1.7.1",
        "1.8.0",
        "1.9.0",
        "1.9.1",
        "1.9.2",
        "2.0.0",
        "2.0.1",
        "2.1.0",
        "2.10.0",
        "2.11.0",
        "2.12.0",
        "2.2.0",
        "2.20.0",
        "2.21.0",
        "2.22.0",
        "2.23.0",
        "2.24.0",
        "2.3.0",
        "2.3.0rc0",
        "2.3.1",
        "2.30.0",
        "2.31.0",
        "2.32.0",
        "2.32.0rc0",
        "2.33.0",
        "2.34.0",
        "2.35.0",
        "2.36.0",
        "2.36.1",
        "2.37.0",
        "2.38.0",
        "2.39.0",
        "2.4.0",
        "2.40.0",
        "2.41.0",
        "2.42.0",
        "2.42.1",
        "2.43.0",
        "2.44.0",
        "2.44.1",
        "2.45.0",
        "2.46.0",
        "2.47.0",
        "2.47.1",
        "2.48.0",
        "2.49.0",
        "2.49.1",
        "2.49.2",
        "2.5.0",
        "2.5.1",
        "2.50.0",
        "2.50.1",
        "2.51.0",
        "2.51.1",
        "2.51.2",
        "2.52.0",
        "2.52.1",
        "2.53.0",
        "2.54.0",
        "2.6.0",
        "2.6.1",
        "2.6.2",
        "2.6.3",
        "2.7.0",
        "2.7.0rc0",
        "2.7.1",
        "2.7.2",
        "2.8.0",
        "2.8.1",
        "2.9.0",
        "2.9.1",
        "2.9.2",
        "2.9.3"
      ]
    }
  ],
  "aliases": [
    "CVE-2026-41486",
    "GHSA-mw35-8rx3-xf9r"
  ],
  "details": "Ray is an AI compute engine. From version 2.54.0 to before version 2.55.0, Ray Data registers custom Arrow extension types (ray.data.arrow_tensor, ray.data.arrow_tensor_v2, ray.data.arrow_variable_shaped_tensor) globally in PyArrow. When PyArrow reads a Parquet file containing one of these extension types, it calls __arrow_ext_deserialize__ on the field\u0027s metadata bytes. Ray\u0027s implementation passes these bytes directly to cloudpickle.loads(), achieving arbitrary code execution during schema parsing, before any row data is read. This issue has been patched in version 2.55.0.",
  "id": "PYSEC-2026-2272",
  "modified": "2026-07-13T05:51:14.917971Z",
  "published": "2026-05-08T22:16:29.903Z",
  "references": [
    {
      "type": "ADVISORY",
      "url": "https://github.com/ray-project/ray/releases/tag/ray-2.55.0"
    },
    {
      "type": "ADVISORY",
      "url": "https://github.com/ray-project/ray/security/advisories/GHSA-mw35-8rx3-xf9r"
    },
    {
      "type": "FIX",
      "url": "https://github.com/ray-project/ray/commit/c02bd31ae31996805868baa446a131a8d304525f"
    },
    {
      "type": "FIX",
      "url": "https://github.com/ray-project/ray/pull/62056"
    }
  ],
  "severity": [
    {
      "score": "CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H",
      "type": "CVSS_V3"
    }
  ]
}

CVE-2026-41486 (GCVE-0-2026-41486)

Vulnerability from cvelistv5 – Published: 2026-05-08 21:46 – Updated: 2026-05-12 02:07

Title

Ray: Remote Code Execution via Parquet Arrow Extension Type Deserialization

Summary

Ray is an AI compute engine. From version 2.54.0 to before version 2.55.0, Ray Data registers custom Arrow extension types (ray.data.arrow_tensor, ray.data.arrow_tensor_v2, ray.data.arrow_variable_shaped_tensor) globally in PyArrow. When PyArrow reads a Parquet file containing one of these extension types, it calls __arrow_ext_deserialize__ on the field's metadata bytes. Ray's implementation passes these bytes directly to cloudpickle.loads(), achieving arbitrary code execution during schema parsing, before any row data is read. This issue has been patched in version 2.55.0.

Severity

8.9 (High)


                        
                          CVSS:4.0/AV:N/AC:L/AT:P/PR:N/UI:A/VC:H/VI:H/VA:H/SC:H/SI:H/SA:H

SSVC

Exploitation: none Automatable: yes Technical Impact: total

CISA Coordinator · CISA-ADP (v2.0.3)

Decision recorded 2026-05-12 02:07 UTC

CWE

CWE-94 - Improper Control of Generation of Code ('Code Injection')
CWE-502 - Deserialization of Untrusted Data

Assigner

GitHub_M mitre root

References

4 references

URL	Tags
https://github.com/ray-project/ray/security/advis…	x_refsource_CONFIRM
https://github.com/ray-project/ray/pull/62056	x_refsource_MISC
https://github.com/ray-project/ray/commit/c02bd31…	x_refsource_MISC
https://github.com/ray-project/ray/releases/tag/r…	x_refsource_MISC

Impacted products

1 product

Vendor	Product	Version
ray-project	ray	Affected: >= 2.54.0, < 2.55.0

Show details on NVD website

JSON

To clipboard

{
  "containers": {
    "adp": [
      {
        "metrics": [
          {
            "other": {
              "content": {
                "id": "CVE-2026-41486",
                "options": [
                  {
                    "Exploitation": "none"
                  },
                  {
                    "Automatable": "yes"
                  },
                  {
                    "Technical Impact": "total"
                  }
                ],
                "role": "CISA Coordinator",
                "timestamp": "2026-05-12T02:07:47.053848Z",
                "version": "2.0.3"
              },
              "type": "ssvc"
            }
          }
        ],
        "providerMetadata": {
          "dateUpdated": "2026-05-12T02:07:57.661Z",
          "orgId": "134c704f-9b21-4f2e-91b3-4a467353bcc0",
          "shortName": "CISA-ADP"
        },
        "title": "CISA ADP Vulnrichment"
      }
    ],
    "cna": {
      "affected": [
        {
          "product": "ray",
          "vendor": "ray-project",
          "versions": [
            {
              "status": "affected",
              "version": "\u003e= 2.54.0, \u003c 2.55.0"
            }
          ]
        }
      ],
      "descriptions": [
        {
          "lang": "en",
          "value": "Ray is an AI compute engine. From version 2.54.0 to before version 2.55.0, Ray Data registers custom Arrow extension types (ray.data.arrow_tensor, ray.data.arrow_tensor_v2, ray.data.arrow_variable_shaped_tensor) globally in PyArrow. When PyArrow reads a Parquet file containing one of these extension types, it calls __arrow_ext_deserialize__ on the field\u0027s metadata bytes. Ray\u0027s implementation passes these bytes directly to cloudpickle.loads(), achieving arbitrary code execution during schema parsing, before any row data is read. This issue has been patched in version 2.55.0."
        }
      ],
      "metrics": [
        {
          "cvssV4_0": {
            "attackComplexity": "LOW",
            "attackRequirements": "PRESENT",
            "attackVector": "NETWORK",
            "baseScore": 8.9,
            "baseSeverity": "HIGH",
            "privilegesRequired": "NONE",
            "subAvailabilityImpact": "HIGH",
            "subConfidentialityImpact": "HIGH",
            "subIntegrityImpact": "HIGH",
            "userInteraction": "ACTIVE",
            "vectorString": "CVSS:4.0/AV:N/AC:L/AT:P/PR:N/UI:A/VC:H/VI:H/VA:H/SC:H/SI:H/SA:H",
            "version": "4.0",
            "vulnAvailabilityImpact": "HIGH",
            "vulnConfidentialityImpact": "HIGH",
            "vulnIntegrityImpact": "HIGH"
          }
        }
      ],
      "problemTypes": [
        {
          "descriptions": [
            {
              "cweId": "CWE-94",
              "description": "CWE-94: Improper Control of Generation of Code (\u0027Code Injection\u0027)",
              "lang": "en",
              "type": "CWE"
            }
          ]
        },
        {
          "descriptions": [
            {
              "cweId": "CWE-502",
              "description": "CWE-502: Deserialization of Untrusted Data",
              "lang": "en",
              "type": "CWE"
            }
          ]
        }
      ],
      "providerMetadata": {
        "dateUpdated": "2026-05-08T21:46:14.442Z",
        "orgId": "a0819718-46f1-4df5-94e2-005712e83aaa",
        "shortName": "GitHub_M"
      },
      "references": [
        {
          "name": "https://github.com/ray-project/ray/security/advisories/GHSA-mw35-8rx3-xf9r",
          "tags": [
            "x_refsource_CONFIRM"
          ],
          "url": "https://github.com/ray-project/ray/security/advisories/GHSA-mw35-8rx3-xf9r"
        },
        {
          "name": "https://github.com/ray-project/ray/pull/62056",
          "tags": [
            "x_refsource_MISC"
          ],
          "url": "https://github.com/ray-project/ray/pull/62056"
        },
        {
          "name": "https://github.com/ray-project/ray/commit/c02bd31ae31996805868baa446a131a8d304525f",
          "tags": [
            "x_refsource_MISC"
          ],
          "url": "https://github.com/ray-project/ray/commit/c02bd31ae31996805868baa446a131a8d304525f"
        },
        {
          "name": "https://github.com/ray-project/ray/releases/tag/ray-2.55.0",
          "tags": [
            "x_refsource_MISC"
          ],
          "url": "https://github.com/ray-project/ray/releases/tag/ray-2.55.0"
        }
      ],
      "source": {
        "advisory": "GHSA-mw35-8rx3-xf9r",
        "discovery": "UNKNOWN"
      },
      "title": "Ray: Remote Code Execution via Parquet Arrow Extension Type Deserialization"
    }
  },
  "cveMetadata": {
    "assignerOrgId": "a0819718-46f1-4df5-94e2-005712e83aaa",
    "assignerShortName": "GitHub_M",
    "cveId": "CVE-2026-41486",
    "datePublished": "2026-05-08T21:46:14.442Z",
    "dateReserved": "2026-04-20T16:14:19.007Z",
    "dateUpdated": "2026-05-12T02:07:57.661Z",
    "state": "PUBLISHED"
  },
  "dataType": "CVE_RECORD",
  "dataVersion": "5.2"
}

GHSA-MW35-8RX3-XF9R

Vulnerability from github – Published: 2026-04-24 16:15 – Updated: 2026-05-13 13:37

Summary

Ray: Remote Code Execution via Parquet Arrow Extension Type Deserialization

Details

Ray Data registers custom Arrow extension types (ray.data.arrow_tensor, ray.data.arrow_tensor_v2, ray.data.arrow_variable_shaped_tensor) globally in PyArrow. When PyArrow reads a Parquet file containing one of these extension types, it calls __arrow_ext_deserialize__ on the field's metadata bytes. Ray's implementation passes these bytes directly to cloudpickle.loads(), achieving arbitrary code execution during schema parsing, before any row data is read.

In May 2024, Ray fixed a related vulnerability in PyExtensionType-based extension types (issue #41314, PR #45084). In July 2025, PR #54831 introduced cloudpickle.loads() into the replacement extension types' deserialization path, reintroducing the same class of vulnerability.

Impact

Affected versions: Ray 2.49.0 through 2.54.0 (latest release as of March 2026). The vulnerable _deserialize_with_fallback function with cloudpickle.loads() was introduced in commit f6d21db1a4 (PR #54831, July 2025), first released in Ray 2.49.0.
Affected configurations: Any process that uses Ray Data and reads Parquet files. The extension types are registered globally in PyArrow, so all Parquet reads in the process are affected, including ray.data.read_parquet(), pyarrow.parquet.read_table(), pandas.read_parquet(), etc.
Attacker prerequisites: The attacker must place a crafted Parquet file where a Ray Data pipeline reads it. No authentication or cluster access is required. The Parquet file must contain a column with a ray.data.arrow_tensor (or v2, or variable-shaped) extension type name, which makes this a targeted attack against Ray Data users.

Severity

8.9 (High)


                  
                    CVSS:4.0/AV:N/AC:L/AT:P/PR:N/UI:A/VC:H/VI:H/VA:H/SC:H/SI:H/SA:H

Show details on source website

JSON

To clipboard

{
  "affected": [
    {
      "package": {
        "ecosystem": "PyPI",
        "name": "ray"
      },
      "ranges": [
        {
          "events": [
            {
              "introduced": "2.49.0"
            },
            {
              "fixed": "2.55.0"
            }
          ],
          "type": "ECOSYSTEM"
        }
      ]
    }
  ],
  "aliases": [
    "CVE-2026-41486"
  ],
  "database_specific": {
    "cwe_ids": [
      "CWE-502",
      "CWE-94"
    ],
    "github_reviewed": true,
    "github_reviewed_at": "2026-04-24T16:15:00Z",
    "nvd_published_at": "2026-05-08T22:16:29Z",
    "severity": "HIGH"
  },
  "details": "Ray Data registers custom Arrow extension types (`ray.data.arrow_tensor`, `ray.data.arrow_tensor_v2`, `ray.data.arrow_variable_shaped_tensor`) globally in PyArrow. When PyArrow reads a Parquet file containing one of these extension types, it calls `__arrow_ext_deserialize__` on the field\u0027s metadata bytes. Ray\u0027s implementation passes these bytes directly to `cloudpickle.loads()`, achieving arbitrary code execution during schema parsing, before any row data is read.\n\nIn May 2024, Ray fixed a related vulnerability in `PyExtensionType`-based extension types ([issue #41314](https://github.com/ray-project/ray/issues/41314), [PR #45084](https://github.com/ray-project/ray/pull/45084)). In July 2025, [PR #54831](https://github.com/ray-project/ray/pull/54831) introduced `cloudpickle.loads()` into the replacement extension types\u0027 deserialization path, reintroducing the same class of vulnerability.\n\n## Impact\n\n- **Affected versions**: Ray 2.49.0 through 2.54.0 (latest release as of March 2026). The vulnerable `_deserialize_with_fallback` function with `cloudpickle.loads()` was introduced in commit `f6d21db1a4` ([PR #54831](https://github.com/ray-project/ray/pull/54831), July 2025), first released in Ray 2.49.0.\n- **Affected configurations**: Any process that uses Ray Data and reads Parquet files. The extension types are registered globally in PyArrow, so all Parquet reads in the process are affected, including `ray.data.read_parquet()`, `pyarrow.parquet.read_table()`, `pandas.read_parquet()`, etc.\n- **Attacker prerequisites**: The attacker must place a crafted Parquet file where a Ray Data pipeline reads it. No authentication or cluster access is required. The Parquet file must contain a column with a `ray.data.arrow_tensor` (or v2, or variable-shaped) extension type name, which makes this a targeted attack against Ray Data users.",
  "id": "GHSA-mw35-8rx3-xf9r",
  "modified": "2026-05-13T13:37:51Z",
  "published": "2026-04-24T16:15:00Z",
  "references": [
    {
      "type": "WEB",
      "url": "https://github.com/ray-project/ray/security/advisories/GHSA-mw35-8rx3-xf9r"
    },
    {
      "type": "ADVISORY",
      "url": "https://nvd.nist.gov/vuln/detail/CVE-2026-41486"
    },
    {
      "type": "WEB",
      "url": "https://github.com/ray-project/ray/pull/54831"
    },
    {
      "type": "WEB",
      "url": "https://github.com/ray-project/ray/pull/62056"
    },
    {
      "type": "WEB",
      "url": "https://github.com/ray-project/ray/commit/c02bd31ae31996805868baa446a131a8d304525f"
    },
    {
      "type": "PACKAGE",
      "url": "https://github.com/ray-project/ray"
    },
    {
      "type": "WEB",
      "url": "https://github.com/ray-project/ray/releases/tag/ray-2.55.0"
    }
  ],
  "schema_version": "1.4.0",
  "severity": [
    {
      "score": "CVSS:4.0/AV:N/AC:L/AT:P/PR:N/UI:A/VC:H/VI:H/VA:H/SC:H/SI:H/SA:H",
      "type": "CVSS_V4"
    }
  ],
  "summary": "Ray: Remote Code Execution via Parquet Arrow Extension Type Deserialization"
}

Sightings

Author	Source	Type	Date	Other

Nomenclature

Seen: The vulnerability was mentioned, discussed, or observed by the user.
Confirmed: The vulnerability has been validated from an analyst's perspective.
Published Proof of Concept: A public proof of concept is available for this vulnerability.
Exploited: The vulnerability was observed as exploited by the user who reported the sighting.
Patched: The vulnerability was observed as successfully patched by the user who reported the sighting.
Not exploited: The vulnerability was not observed as exploited by the user who reported the sighting.
Not confirmed: The user expressed doubt about the validity of the vulnerability.
Not patched: The vulnerability was not observed as successfully patched by the user who reported the sighting.

The MITRE ATT&CK techniques below are AI-generated suggestions, inferred from the description of the vulnerability by the CIRCL/vulnerability-attack-technique-classification-roberta-base model, served locally by ML-Gateway. They have not been verified by an analyst and are provided for guidance only.
The approach is described in our paper Mapping CVEs to MITRE ATT&CK Techniques: A Curated Gold-Set Classifier and the Limits of LLM-Assisted Label Expansion.
Browse all ATT&CK techniques and the vulnerabilities related to each.

Related by attack behaviour

Vulnerabilities whose description is nearest to this one in the vector space of the CIRCL/vulnerability-attack-technique-biencoder model. This is a similarity search over the bi-encoder space (plain cosine), not a classification, and it has no measured accuracy.

Action not permitted

PYSEC-2026-2272

CVE-2026-41486 (GCVE-0-2026-41486)

GHSA-MW35-8RX3-XF9R

Impact

Tags

Sightings

Nomenclature

Related by attack behaviour