Industry Analysis
In-depth guides and analysis on industry analysis from the Safeguard engineering team.
295 articles
Goroutine leaks and data races as denial-of-service and s...
Goroutine leaks and data races aren't just bugs — they're exploitable DoS and logic-corruption vectors. Here's how they work, real incidents, and how Safeguard catches them.
DEF CON 33 Software Supply Chain Sessions Recap
DEF CON 33 brought hacker-energy attention to package ecosystems, CI/CD abuse, and AppSec Village. Here is what supply chain defenders should take home.
Ruby deserialization vulnerabilities: Marshal.load, YAML....
A decade of Ruby CVEs — from CVE-2013-0156 to CVE-2022-32224 — shows how Marshal.load and YAML.load turn untrusted input into remote code execution.
Erlang/OTP atom exhaustion and deserialization risks in E...
How the elixir atom exhaustion vulnerability lets attackers crash BEAM nodes via unsafe binary_to_term calls, and how Safeguard catches the pattern before it ships.
The Economics of Vulnerability Bounties: Who Wins and Who Loses
Bug bounty programs are a billion-dollar market. But the economics do not work equally well for everyone. A look at who benefits, who gets shortchanged, and what the numbers actually say.
State of SBOM Adoption Across Industries 2026
How SBOM adoption differs across finance, healthcare, public sector, manufacturing, and tech in 2026, where the real operational usage is, and where it stalls.
The Case for Autonomous Remediation Now
Manual patching is a losing race against the rate of new vulnerabilities. Autonomous remediation is not a future technology — it is the only workflow that keeps pace with modern supply chains.
Black Hat USA 2025: Supply Chain Security Recap
Black Hat USA 2025 highlighted AI-generated code risks, build system attacks, and the maturation of SBOM tooling. Here is what mattered for supply chain teams.
Django ORM SQL injection edge cases beyond parameterized ...
Django's ORM parameterizes queries by default, but .raw(), .extra(), and annotate() calls create real SQL injection risk. Here's what to check.
Rails mass assignment vulnerabilities and the strong para...
How a 2012 GitHub hack exposed Rails' mass assignment flaw, why attr_accessible failed, and how strong parameters became the lasting fix.
Rails Active Record SQL injection via raw queries and str...
A concrete look at how raw SQL and string interpolation reopen rails active record sql injection risk, from CVE-2012-2695 to modern where-clause and order-by exploits.
Async Python request smuggling risks in Starlette and Uvi...
Starlette request smuggling exploits parsing gaps between proxies and Uvicorn/h11. Learn the CL.TE mechanics, a real CVE, and how Safeguard closes the gap.
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