Gaetan Ferry

Gaetan Ferry

As a security researcher at GitGuardian, Gaetan is pioneering innovations in secret detection. He uses his offensive security and Red Team background to improve our approach to cybersecurity.

21 posts
Website
The Team PCP Snowball Effect: A Quantitative Analysis

The Team PCP Snowball Effect: A Quantitative Analysis

Supply chain attacks cascade through ecosystems in ways traditional metrics hardly capture. GitGuardian evaluates the PCP Team incidents and finds damage spread to thousands of public targets.

2,622 Valid Certificates Exposed: A Google-GitGuardian Study Maps Private Key Leaks to Real-World Risk

2,622 Valid Certificates Exposed: A Google-GitGuardian Study Maps Private Key Leaks to Real-World Risk

GitGuardian partnered with Google to answer: what happens when private keys leak? Using Certificate Transparency, we mapped about 1M leaked keys to 140k certificates. Result: 2,622 were valid as of September 2025, exposing major organizations. Our disclosure campaign achieved 97% remediation.

Your Secrets Need a VDP, Not Just a Bug Bounty

Your Secrets Need a VDP, Not Just a Bug Bounty

Bug bounty programs are valuable—until they replace disclosure policies. Learn how unreasonable PoC demands or scope exclusions create security blind spots when it comes to leaked secrets.

From Path Traversal to Supply Chain Compromise: Breaking MCP Server Hosting

From Path Traversal to Supply Chain Compromise: Breaking MCP Server Hosting

We found a path traversal vulnerability in Smithery.ai that compromised over 3,000 MCP servers and exposed thousands of API keys. Here's how a single Docker build bug nearly triggered one of the largest AI supply chain attacks to date.

How Cybercriminal Organizations Weaponize Exposed Secrets

How Cybercriminal Organizations Weaponize Exposed Secrets

The threat GitGuardian has long-anticipated is now a reality: criminal groups are executing systematic attacks targeting hardcoded credentials and over-permissive IAM configurations. The situation escalated when Shiny Hunters and Crimson Collective formed an alliance to coordinate efforts.

Shai-Hulud: A Persistent Secret Leaking Campaign

Shai-Hulud: A Persistent Secret Leaking Campaign

On September 15, a new supply chain attack was identified that targeted the @ctrl/tinycolor and 150 other NPM packages. The attack scenario was similar to the one used in the s1ngularity and GhostActions campaigns. The threat actors combined a local environment secrets extraction

The GhostAction Campaign: 3,325 Secrets Stolen Through Compromised GitHub Workflows

The GhostAction Campaign: 3,325 Secrets Stolen Through Compromised GitHub Workflows

On September 5, 2025, GitGuardian discovered GhostAction, a massive supply chain attack affecting 327 GitHub users across 817 repositories. Attackers injected malicious workflows that exfiltrated 3,325 secrets, including PyPI, npm, and DockerHub tokens via HTTP POST requests to a remote endpoint.

Symmetric Cryptography in Practice: A Developer's Guide to Key Management

Symmetric Cryptography in Practice: A Developer's Guide to Key Management

Symmetric cryptography powers everything from HTTPS to JWT tokens, but key management remains a significant challenge. This developer guide covers three critical use cases—session keys, self-use keys, and pre-shared keys—with practical strategies for secure generation, rotation, and storage.

xAI Secret Leak: The Story of a Disclosure

xAI Secret Leak: The Story of a Disclosure

AI adoption accelerates secret sprawl as organizations connect to multiple providers. Our investigation of a leaked xAI API key, which granted access to unreleased Grok models, reveals critical flaws in their disclosure process, highlighting necessary improvements in this domain.