Ray: Remote Code Execution via Parquet Arrow Extension Type Deserialization
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_fallbackfunction withcloudpickle.loads()was introduced in commitf6d21db1a4(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.
Affected software
Click a technology to see all vulnerabilities affecting it.
| Platform | Package | Vulnerable versions | Fixed in |
|---|---|---|---|
| Python (PyPI) | ray | >= 2.49.0, < 2.55.0 | 2.55.0 |
| Python (PyPI) | ve-ray | <= 2.54.0 | no fix |
References
- https://github.com/ray-project/ray/releases/tag/ray-2.55.0
- https://github.com/ray-project/ray/security/advisories/GHSA-mw35-8rx3-xf9r
- https://github.com/ray-project/ray/commit/c02bd31ae31996805868baa446a131a8d304525f
- https://github.com/ray-project/ray/pull/62056
- https://nvd.nist.gov/vuln/detail/CVE-2026-41486
- https://github.com/ray-project/ray/pull/54831
- https://github.com/ray-project/ray
- CVSS vector
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- Weakness (CWE)
CWE-502, CWE-94- Platform
- Python (PyPI)
- Package
ray, ve-ray- Disclosed
- 24.04.2026
- Updated
- 11.10.2026 15:17
Sources and licenses
OSV / GitHub Advisory Database - PYSEC-2026-2272 - PyPA Advisory Database; CC BY 4.0
OSV / GitHub Advisory Database - PYSEC-2026-2296 - PyPA Advisory Database; CC BY 4.0
OSV / GitHub Advisory Database - GHSA-mw35-8rx3-xf9r - CC BY 4.0
Vulnerability history: ray
All published vulnerabilities of this package (Python (PyPI)), newest first. Shows whether this is a one-off slip or a package that needs watching.
- Total entries
- 11
- First → latest
- 11.2023 07.2026
- Without a fix
- 2
- Exploited in attacks
- 1
Severity breakdown
- Critical 6
- High 3
- Medium 2
Disclosures per year
- 2023: 4
- 2024: 0
- 2025: 3
- 2026: 4
-
Ray: Remote Code Execution via Parquet Arrow Extension Type Deserialization this entry
Know which vulnerabilities affect your application
With the DockRay integration and software inventory enabled, DockRay checks reported component versions against known vulnerabilities and notifies you about confirmed matches. Coverage depends on the supported technology and available advisory data.