Deep dives, practical guides, and incident analyses from engineers who build Safeguard. No fluff, no vendor FUD — just what you need to ship secure software.
Agent-based scanning installs software on each system to watch it from the inside. Agentless scanning inspects from the outside with no installation. One sees deeper; the other deploys faster.
How to get affordable software composition analysis in 2026 — what SCA should cost, why free scanners aren't really free, and how Safeguard's $1 Starter plan delivers real SCA.
RBAC decides who can call the Kubernetes API — it has no concept of what a pod spec contains, which is why privileged containers still slip through into clusters every day.
Python's own docs warn that unpickling can execute arbitrary code — yet pickle is still the default weight format behind millions of ML model downloads.
CVE-2017-5638 was patched by Apache in March 2017, two months before Equifax was breached through it. Point-in-time SCA scans miss exactly this kind of drift.
A single sudo pip install can overwrite files an OS package manager owns — PEP 668 exists because that anti-pattern was common enough to break Linux distros.
Multi-stage builds and minimal base images can cut CI build times dramatically — and they're the same changes that shrink your CVE attack surface.
A single unvalidated URL in a fetch or axios call can let an attacker reach 169.254.169.254 and steal cloud credentials — as the 2019 Capital One breach showed.
CWE-89 is a 25-year-old bug class, but Node's template literals make it trivially easy to reintroduce in mysql2, pg, and even Sequelize's raw-query escape hatch.
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