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In-depth guides and analysis on product from the Safeguard engineering team.

69 articles

Product

Cloud Scanning vs Hybrid Scanning: Deployment Models for ...

SaaS vs self-hosted SCA deployment compared on data residency, air-gap support, and audit scope, with a look at how Safeguard's flexible deployment model differs from cloud-only platforms.

May 20, 20268 min read
Product

CI/CD pipeline dependency security integration coverage

How does Safeguard's pipeline-native dependency security compare to Socket.dev's PR-comment model? A concrete look at coverage, enforcement, and deployment options.

May 13, 20267 min read
Product

Safeguard Griffin AI: Autonomous Vulnerability Remediation That Actually Works

Griffin AI moves beyond scan-and-alert to autonomously generate, test, and propose vulnerability fixes. How Safeguard's remediation engine reduces mean time to fix without introducing new risk.

May 10, 20267 min read
Product

Reachability analysis for vulnerability prioritization

Most CVEs your scanner flags are never executed. See how reachability analysis filters noise, how Socket.dev approaches it, and how Safeguard finds real risk.

May 8, 20267 min read
Product

npm/package health and quality scoring methodology

How npm package health scores are calculated, why Socket.dev's model misses live supply chain attacks, and what Safeguard checks instead.

May 8, 20267 min read
Product

Real-time threat feed for open source malware detection

Malicious npm and PyPI packages spread in hours, not days. Here's why real-time threat feeds beat periodic scans, and how Safeguard detects supply chain malware before install.

May 8, 20267 min read
Product

Blocking malicious installs with a dependency firewall

How a dependency firewall stops malicious npm installs before they run, where Socket.dev-style scanners fall short, and how Safeguard closes the gap.

May 8, 20267 min read
Product

Minimum release age / cooldown policies for new package v...

A cooldown on new npm package versions can block malicious releases before they reach your build. Here's how minimum release age policies work.

May 7, 20269 min read
Product

Pull-request-level dependency scanning on GitHub

Socket.dev popularized flagging risky dependencies inside GitHub pull requests. Here's how that scanning works, where it falls short, and what closes the gaps.

May 7, 20267 min read
Product

How Safeguard Auto-Fix Actually Works Under the Hood

A technical breakdown of Safeguard's automated vulnerability remediation engine, from dependency resolution to pull request generation and compatibility verification.

May 5, 20267 min read
Product

Safeguard IDE Extension v5: Security Feedback Where Developers Actually Work

The Safeguard IDE Extension v5 brings SBOM generation, vulnerability alerts, and policy checks directly into VS Code and JetBrains IDEs. A deep dive into what changed and why it matters.

Apr 28, 20267 min read
Product

CNAPP vs. CSPM: how the categories relate

CSPM is a module inside CNAPP, not a rival to it — and neither covers what happens before deployment. Here's how Wiz's cloud posture graph and Safeguard's supply chain layer fit together.

Apr 24, 20267 min read

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Product (Page 3) — Supply Chain Security Blog | Safeguard