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Industry Analysis

DevSecOps Automation Maturity in 2024: Where Teams Actually Stand

Industry surveys and real-world data paint a sobering picture of DevSecOps automation maturity. Most organizations are still in the early stages despite years of investment.

Dec 5, 20247 min read
Product

Safeguard Auto-Fix: Automated Vulnerability Remediation That Respects Your Codebase

Auto-Fix generates pull requests that update vulnerable dependencies with compatibility checks, test validation, and rollback safety. Remediation at the speed of disclosure.

Jul 15, 20246 min read
Best Practices

Vulnerability Management at Enterprise Scale: What Actually Works

Managing vulnerabilities across thousands of applications and millions of dependencies requires fundamentally different approaches than what works for a single team. Here is what scales.

Jun 20, 20247 min read
SBOM

SBOM API Integration Patterns for Development Teams

SBOMs locked in files are static inventory. SBOMs exposed through APIs become live infrastructure. Here's how to build the integration layer.

Jan 25, 20245 min read
AI Security

Autonomous Security Remediation: The Promise and Peril of Self-Healing Software

Automated vulnerability patching sounds ideal until you consider what happens when the automation gets it wrong. Here's a realistic look at autonomous remediation.

Dec 15, 20236 min read
DevSecOps

GitHub Dependabot and the State of Automated Dependency Security

Dependabot has become the default for dependency updates, but its limitations highlight why automated scanning alone isn't enough for supply chain security.

Aug 15, 20235 min read
How-To Guide

Automated Security Testing in CI/CD Pipelines

A hands-on guide to embedding SAST, SCA, secret scanning, and container analysis into your CI/CD pipeline without making builds unbearably slow.

Jul 22, 20236 min read
SBOM

Automated SBOM Drift Detection: When Your Bill of Materials Goes Stale

An SBOM that does not match what is actually deployed is worse than no SBOM at all. Here is how to detect and prevent SBOM drift automatically.

Jun 28, 20237 min read
Dependency Management

Setting Up Continuous Dependency Monitoring From Scratch

Point-in-time dependency scans miss vulnerabilities disclosed between scans. Here is how to set up continuous monitoring that catches new threats as they emerge.

Feb 28, 20237 min read
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