CVE-2024-3848

CVE-2024-3848 is a high-severity path traversal vulnerability in mlflow (pip), affecting versions >= 2.9.2, < 2.12.1. It is fixed in 2.12.1.

Summary

A path traversal vulnerability exists in mlflow/mlflow version 2.11.0, identified as a bypass for the previously addressed CVE-2023-6909. The vulnerability arises from the application's handling of artifact URLs, where a '#' character can be used to insert a path into the fragment, effectively skipping validation. This allows an attacker to construct a URL that, when processed, ignores the protocol scheme and uses the provided path for filesystem access. As a result, an attacker can read arbitrary files, including sensitive information such as SSH and cloud keys, by exploiting the way the application converts the URL into a filesystem path. The issue stems from insufficient validation of the fragment portion of the URL, leading to arbitrary file read through path traversal.

Impact

Input manipulates file paths to reach files outside the intended directory, such as configuration or credential files. Typical impact: unauthorized file read or write outside the intended directory.

CVE-2024-3848 has a CVSS score of 7.5 (High). The vector is network-reachable, no privileges required, and no user interaction. A CVSS score reflects the worst-case severity of the vulnerability, not your specific exposure. Whether this affects your application depends on whether the vulnerable code is present and reachable in your environment. A fixed version is available (2.12.1); upgrading removes the vulnerable code path.

Affected versions

mlflow (>= 2.9.2, < 2.12.1)

Security releases

mlflow → 2.12.1 (pip)

Kodem intelligence

Severity tells you how bad this could be in the worst case. It does not tell you whether you are exposed. Exploitability and impact are functions of runtime truth: whether the vulnerable code is present, reachable, and actually executes in your application. A vulnerable package can sit in your dependency tree and never run.

Kodem, an Intelligent Application Security platform, uses runtime intelligence to reveal which vulnerabilities actually execute in production, so teams prioritize the ones that genuinely matter. Kodem's runtime-powered SCA identifies whether this CVE is reachable in your applications.

See it in your environment

Remediation advice

Upgrade mlflow to 2.12.1 or later to resolve this vulnerability.

Kodem Kai can prioritize this vulnerability in your dependency tree and generate a fix recommendation.

Frequently Asked Questions

  1. What is CVE-2024-3848? CVE-2024-3848 is a high-severity path traversal vulnerability in mlflow (pip), affecting versions >= 2.9.2, < 2.12.1. It is fixed in 2.12.1. Input manipulates file paths to reach files outside the intended directory, such as configuration or credential files.
  2. How severe is CVE-2024-3848? CVE-2024-3848 has a CVSS score of 7.5 (High). This score reflects the worst-case severity of the vulnerability, not your specific exposure. Whether it represents real risk in your environment depends on whether the vulnerable code is present and reachable.
  3. Which versions of mlflow are affected by CVE-2024-3848? mlflow (pip) versions >= 2.9.2, < 2.12.1 is affected.
  4. Is there a fix for CVE-2024-3848? Yes. CVE-2024-3848 is fixed in 2.12.1. Upgrade to this version or later.
  5. Is CVE-2024-3848 exploitable, and should I be worried? Whether CVE-2024-3848 is exploitable in your environment depends on whether the vulnerable code is present and reachable. A CVSS score is a worst-case rating; it does not account for your specific deployment, configuration, or usage patterns. Kodem, an Intelligent Application Security platform, uses runtime intelligence to show which vulnerabilities actually execute in production, so you can focus on the ones that represent real risk. Get a demo
  6. What actually determines whether CVE-2024-3848 is exploitable, and how bad it is? Exploitability and impact are not fixed properties of a CVE. They depend on runtime truth: whether the vulnerable code is present, reachable, and actually executes in your application. A high CVSS score on a dependency that never runs is not the same as real risk. Kodem, an Intelligent Application Security platform, uses runtime intelligence to reveal which vulnerabilities actually execute in production, so teams prioritize the ones that genuinely matter.
  7. How do I fix CVE-2024-3848? Upgrade mlflow to 2.12.1 or later.

Other vulnerabilities in mlflow

CVE-2026-2651CVE-2026-2734CVE-2026-2611CVE-2026-2652CVE-2026-2614

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