External risk intelligence

Apache DataSketches C++ Out-of-Bounds Read Vulnerability

CVE advisorySeverity: CRITICAL (CVSS 9.1)

CVE-2026-103635

Apache DataSketches is a software library used for data analysis and sketching algorithms. It is typically embedded within larger applications rather than acting as a standalone internet-facing service. While it may process untrusted data, the library itself is generally not exposed directly to the public internet, making direct internet-based exploitation uncommon in typical deployments.

Out-of-bounds Read

Halo Surface Signal: 2 out of 5 — less likely to be public-facing.

External exposure likelihood

Horizon Alert

Summary of the vulnerability and why it matters

This advisory concerns a vulnerability in the Apache DataSketches C++ library, specifically within its Theta sketch deserialization functions. The issue arises from improper handling of input data, which could allow a crafted or truncated sketch to cause a read beyond the allocated memory. This could potentially lead to denial of service by crashing the application or exposure of adjacent memory contents. Applications that deserialize Theta sketches from untrusted sources are at risk.

  • Input data can cause memory over-reads.
  • Applies to specific data processing libraries.
  • Confirm relevance and potential exposure.

Attack Path

How an attacker could exploit the issue

An attacker could exploit this vulnerability by sending a specially crafted or truncated sketch to an application that processes untrusted data using Apache DataSketches C++. The application would then attempt to deserialize this malicious sketch, leading to an out-of-bounds read. This could result in a crash or the exposure of sensitive memory contents to the attacker.

  • Entry condition: Untrusted data is processed.
  • Trigger point: Deserializing a compact Theta sketch.
  • Resulting risk: Crash or sensitive memory exposure.

Live Threat

Current exploitation, exposure, and threat context

When untrusted Theta sketches are deserialized, a vulnerability in Apache DataSketches C++ could allow an attacker to read beyond the bounds of the input data. This could potentially expose adjacent memory contents or lead to a denial of service, particularly when processing compressed sketch formats where the over-read could be substantial. Applications that deserialize sketches from untrusted sources are the primary targets.

  • Adjacent memory contents.
  • Crafted or truncated sketch data.
  • Denial of service or data exposure.

Operational Fix

Recommended remediation, mitigation, and detection steps

This vulnerability impacts applications that deserialize Theta sketches from untrusted sources. The first practical move is to identify where the affected library exists, confirm if deserialization from untrusted input is enabled, and then locate the accountable application or platform owner. Planning remediation should be based on the business criticality and exposure of these instances.

  • Application or platform owners should own the issue.
  • Verify deserialization from untrusted sources.
  • Plan remediation based on risk assessment.

Supplementary metadata

Validate whether this threat affects your internet-facing exposure.

Halo Threat Intelligence helps prioritize remediation with Halo Surface Signal and H/A/L/O context. Start exposure validation with a free external attack surface trial.

Frequently asked questions

What is the Apache DataSketches C++ library?

Apache DataSketches C++ is a specialized software library designed for high-performance data analysis. It uses sketching algorithms to estimate properties of massive datasets efficiently, such as counting unique items. Developers integrate it into larger data-processing systems to handle large-scale information without needing to store every raw data point.

What does this CVE-2026-103635 vulnerability actually mean?

This is an out-of-bounds read vulnerability, specifically classified as CWE-125 and CWE-190. It occurs because the library fails to validate input length before reading memory during the deserialization of Theta sketches. A 32-bit overflow can bypass size checks, causing the software to read past its allocated buffer. This can result in application crashes or the unintentional disclosure of nearby memory contents.

How can this vulnerability be triggered?

The flaw is triggered when the application deserializes a malformed, crafted, or truncated Theta sketch provided by an untrusted source. If the input is well-formed and trusted, the bug does not manifest. The risk is significantly higher when using the library's compressed sketch format, as this can lead to larger, more impactful memory reads during the decoding process.

Do I need to worry if my application is not internet-facing?

Halo Surface Signal indicates that Apache DataSketches is typically an embedded library, not a standalone service, making direct internet-based exploitation unlikely. Your primary concern should be internal applications that ingest and deserialize sketches from external or untrusted users. If your systems only process trusted internal data, the immediate risk is lower.

When should I consider applying a fix?

You should prioritize this if your application deserializes Theta sketches from sources you do not fully control. First, audit your environment to identify where this library is utilized and confirm if it handles untrusted input. If this criteria is met, upgrade to Apache DataSketches C++ version 5.3.0, which includes the necessary security validations to resolve the flaw.

References