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Superset CVE-2018-8021

CRITICAL
Deserialization of Untrusted Data (CWE-502)
2018-11-07 security@apache.org
9.8
CVSS 3.0 · NVD
View

Vulnerability Assessment

Weakness
CWE
OWASP Top 10:2025
A08:2025 - Software or Data Integrity Failures
ASVS 5.0
V1 - Encoding and Sanitization Safe deserialization, type allowlists
MITRE ATT&CK

2 techniques across 2 tactics: Execution, Initial Access

The technique list with ATT&CK links and the kill-chain view is part of the Basic plan and up.

Impact

CVSS score of 9.8 (CRITICAL). Attack characteristics: network attack vector, low complexity, no privileges required, no user interaction not required. Public proof-of-concept exploit code is available.

Exploit ScenarioDerived

A remote attacker could execute arbitrary code through malicious serialized objects by sending crafted requests to the affected application. No authentication is required to exploit this vulnerability.

Act Now Prioritize within 24-48h. Why: CRITICAL severity + public POC available.
Patch available 53.9% exploitation probability (EPSS)

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AnalysisAI

Versions of Superset prior to 0.23 used an unsafe load method from the pickle library to deserialize data leading to possible remote code execution. Rated critical severity (CVSS 9.8), this vulnerability is remotely exploitable, no authentication required, low attack complexity. Public exploit code available.

RemediationAI

A vendor patch is available. Apply the latest security update as soon as possible. Avoid deserializing untrusted data. Use safe serialization formats (JSON). Implement integrity checks and type allowlists.

Affected Packages

pypi superset fix: 0.23, 0.23.0

Source: OSV (Open Source Vulnerabilities)

Affects your stack

Affects 1 package in pypi

Checking this CVE against your own stacks and servers is part of the Basic plan and up.

Technical ContextAI · show details

This vulnerability is classified as Deserialization of Untrusted Data (CWE-502), which allows attackers to execute arbitrary code through malicious serialized objects. Versions of Superset prior to 0.23 used an unsafe load method from the pickle library to deserialize data leading to possible remote code execution. Note Superset 0.23 was released prior to any Superset release under the Apache Software Foundation. Affected products include: Apache Superset. Version information: prior to 0.23.

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  • Exploit and PoC references, threat intelligence from 22 sources

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Severity by source

NVD PRIMARY 9.8 CRITICAL
AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H

Primary rating from NVD · only source for this CVE.

CVSS VectorNVD

Attack Vector
Network
Attack Complexity
Low
Privileges Required
None
User Interaction
None
Scope
Unchanged
Confidentiality
High
Integrity
High
Availability
High

DescriptionNVD

Versions of Superset prior to 0.23 used an unsafe load method from the pickle library to deserialize data leading to possible remote code execution. Note Superset 0.23 was released prior to any Superset release under the Apache Software Foundation.

Threat Intelligence Overview

EPSS Score
53.9%
Top 1% exploitable
Exploit
POC
Public exploit code exists
Data Quality
4 sources
Confidence: Medium
NVD CVE.org EPSS Exploit-DB GitHub

How this decision was reached

The engine reads each signal below and applies a fixed list of rules from top to bottom. The first rule that matches sets the recommended action – like a statement, every line is shown.

SignalValue
Severity CRITICAL
CISA KEV No
Public POC Yes
EPSS 53.9%
Patch available Yes
Active threat Yes
Deciding rule
CRITICAL severity + public POC available
What every action level means
Emergency Immediate action required. Criteria: CRITICAL + in CISA KEV (actively exploited) without patch, OR CRITICAL + EPSS > 30% without patch, OR CRITICAL + active threat signals without patch.
Act Now Prioritize within 24-48h. Criteria: in KEV with patch available, OR CRITICAL + public POC, OR HIGH + EPSS > 10%, OR CRITICAL + active threat, OR any CRITICAL severity.
This Week Schedule remediation this week. Criteria: HIGH severity (CVSS 7.0-8.9). Patch within normal change window.
This Month Plan within 30 days. Criteria: MEDIUM severity (CVSS 4.0-6.9), lower exploitation probability. Include in regular patch cycle.
Monitor Track and reassess. Criteria: LOW severity (CVSS 0.1-3.9), minimal exploitation risk. No immediate action needed.

SSVC AssessmentENISA

SSVC Decision· derived
Scheduled
Exploitation· derived
Poc
System Exposure· derived
Open
Automatable· derived
Yes
Human Impact· derived
Medium

Priority Score

123
Low Medium High Critical
KEV: 0
EPSS: +54
CVSS: +49
PoC: +20
Weaponized: 0
Threat intel: 0
Gov advisory: 0

Attack Technique

Insecure deserialization occurs when an application converts serialized data (a stream of bytes representing an object's state) back into a living object without proper validation.

Remote Code Execution represents the critical moment when an attacker successfully runs arbitrary code on a target system without physical access.

Affected Products (CPE)NVD

cpe:2.3:a:apache:superset:*:*:*:*:*:*:*:*
CVE-2023-27524 CRITICAL POC
9.8 Apr 24

Session Validation attacks in Apache Superset versions up to and including 2.0.1. Rated critical severity (CVSS 9.8), th

CVE-2024-39887 CRITICAL POC
9.8 Jul 16

An SQL Injection vulnerability in Apache Superset exists due to improper neutralization of special elements used in SQL

CVE-2023-37941 MEDIUM POC
6.6 Sep 06

If an attacker gains write access to the Apache Superset metadata database, they could persist a specifically crafted Py

CVE-2023-39265 MEDIUM POC
6.5 Sep 06

Apache Superset would allow for SQLite database connections to be incorrectly registered when an attacker uses alternati

CVE-2023-40610 HIGH POC
8.8 Nov 27

Improper authorization check and possible privilege escalation on Apache Superset up to but excluding 2.1.2. Rated high

CVE-2022-27479 CRITICAL
9.8 Apr 13

Apache Superset before 1.4.2 is vulnerable to SQL injection in chart data requests. Rated critical severity (CVSS 9.8),

CVE-2023-49736 HIGH
8.8 Dec 19

A where_in JINJA macro allows users to specify a quote, which combined with a carefully crafted statement would allow fo

CVE-2021-41971 HIGH
8.8 Oct 18

Apache Superset up to and including 1.3.0 when configured with ENABLE_TEMPLATE_PROCESSING on (disabled by default) allow

CVE-2020-13948 HIGH
8.8 Sep 17

While investigating a bug report on Apache Superset, it was determined that an authenticated user could craft requests v

CVE-2020-13952 HIGH
8.1 Sep 30

In the course of work on the open source project it was discovered that authenticated users running queries against Hive

CVE-2024-53949 HIGH
7.6 Dec 09

Improper Authorization vulnerability in Apache Superset when FAB_ADD_SECURITY_API is enabled (disabled by default). Rate

CVE-2024-55633 HIGH
7.1 Dec 12

Improper Authorization vulnerability in Apache Superset. Rated high severity (CVSS 7.1), this vulnerability is remotely

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