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DevSecOps

Software Composition Analysis Best Practices for Engineering Teams

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.

Jul 7, 20267 min read
DevSecOps

Foundations for adopting AI coding tools securely in an engineering org

One engineering team cut critical vulnerability remediation from a week to 24 hours after wiring security checks into AI coding tools at the moment of code generation.

Jul 7, 20268 min read
DevSecOps

What a good AI remediation agent needs to fix dependencies safely

Snyk's CLI remediation agent pushed fix rates from 23% to 45% with an intelligence layer — but the harder problem is making an agent developers trust to touch their lockfile unsupervised.

Jul 7, 20266 min read
DevSecOps

Why NVD alone is not enough: the case for multi-source vulnerability intelligence

NIST now fully enriches a fraction of CVEs — on April 15, 2026 it moved to a triage model that leaves most of 2025's 48,185 published CVEs without a timely severity score.

Jul 7, 20267 min read
DevSecOps

Pre-Commit Security Hooks: Catch Problems Before They're Committed

The cheapest place to catch a security issue is before the commit exists. Here is how to set up pre-commit security hooks that give developers instant feedback without slowing them down.

Jul 6, 20266 min read
DevSecOps

Securing CI/CD Secrets: OIDC, Scanning, and Short-Lived Credentials

CI/CD secrets are the crown jewels attackers go after — the CircleCI breach forced every customer to rotate everything. This guide covers secret sprawl, scanning, OIDC federation, and killing long-lived credentials for good.

Jul 6, 20266 min read
DevSecOps

Threat Modeling for Developers: A Lightweight Practical Guide

Threat modeling doesn't need a two-day workshop. A developer-friendly 2026 guide to modeling threats with the four-question framework and STRIDE — fast enough to run on a feature branch.

Jul 6, 20265 min read
DevSecOps

Azure Pipelines Security: Stop Treating YAML as Config

An Azure Pipeline is a program with attacker-controllable input, not a config file. This guide covers macro injection, task and template pinning, environment approvals, workload identity federation, and adding scanning.

Jul 5, 20266 min read
DevSecOps

Secrets Scanning: Stop Leaking Credentials Before They Ship

A leaked API key in Git history is compromised the moment it is pushed — deleting the commit does not help. Here is how to build secrets scanning across your whole lifecycle, from pre-commit to Git history.

Jul 5, 20267 min read
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