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

100 articles

Product

How the Snyk CLI generates SARIF output for GitHub code s...

A technical walkthrough of how the Snyk CLI serializes scan results into SARIF 2.1.0 and how GitHub code scanning ingests them into Security tab alerts.

Jun 4, 20267 min read
Product

How Snyk's GitHub Actions integration scans pull requests...

A mechanical breakdown of how Snyk's GitHub Actions integration scans pull requests: triggers, SARIF uploads, severity thresholds, and what the checks can't see.

Jun 4, 20267 min read
Product

How Snyk integrates with Jenkins to fail builds on new vu...

A mechanical look at how the Snyk Jenkins plugin scans manifests, applies severity thresholds, and turns newly disclosed vulnerabilities into failed builds.

Jun 4, 20267 min read
Product

How the Snyk CLI's --all-projects flag discovers manifest...

A technical look at how Snyk CLI's --all-projects flag walks a repository, matches manifest files, and where directory-depth limits can leave dependencies unscanned.

Jun 4, 20267 min read
Product

How the Snyk CLI handles proxy and air-gapped enterprise ...

How the Snyk CLI actually handles corporate proxies, TLS-inspecting firewalls, and air-gapped network claims — based on Snyk's own documented configuration surface.

Jun 4, 20267 min read
Product

How Snyk's --project-tags and business-criticality flags ...

How Snyk CLI's --project-tags and --project-business-criticality flags attach business context to scans, and why that context can drift out of date.

Jun 3, 20267 min read
Product

Why Security Debt Accumulates Fastest in the Most 'Produc...

High-velocity engineering teams accumulate the most security debt, not the least. Here's why speed hides risk — and how to catch it without slowing down.

May 25, 20267 min read
Product

The Rise of 'Security for AI' as a Distinct Product Category

Security for AI has become its own product category—backed by NIST, OWASP, and MITRE frameworks and real M&A. Here's why it's really a supply chain problem.

May 21, 20267 min read
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

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