Best Practices
In-depth guides and analysis on best practices from the Safeguard engineering team.
252 articles
Parameterized queries across languages: the real defense against SQL injection
SQL injection (CWE-89) still ranks #3 on the OWASP Top 10, but every major language has shipped a native, built-in fix for over a decade — most breaches happen anyway.
Symmetric vs Asymmetric Encryption in Python: A Practical Guide
One key or two? A working comparison of Fernet and RSA in Python's cryptography library — with the OAEP-vs-PKCS1v15 mistake that still causes padding-oracle bugs.
The Complete Guide to Dependency Lifecycle Management
Dependencies are not static. They are born, maintained, deprecated, and abandoned. Here is how to manage the full lifecycle of your software dependencies.
6 free GitHub security settings every maintainer should e...
GitHub Advanced Security costs per committer, but six free GitHub repository security settings — from 2FA to secret scanning — already stop most real-world supply chain attacks.
Reducing false positives in security scanning
Most security scan findings never warrant action. Here's why scanners over-alert, what it costs teams, how Aikido's consolidation approach compares, and what actually cuts false positives.
What is AI-native SAST vs AI-augmented SAST?
AI SAST isn't one thing. Aikido bolts AI onto a rule-based Semgrep fork; AI-native tools use AI as the detection engine itself. Here's the real difference.
Why EDR and proxy tools won't stop supply chain malware
EDR and network proxies were built to watch endpoints and traffic, not evaluate what a dependency does before it runs — here's why that gap keeps letting supply chain malware through.
SBOMs in 2026: why most organizations generate them but d...
SBOM generation surged ahead of 2026 compliance deadlines, but most SBOMs sit unused after release. Here's why adoption without action still leaves risk unmanaged.
Everybody's shipping code they can't read (AI-generated c...
AI coding assistants ship code fast, but studies show nearly half contains vulnerabilities, hallucinated packages, and leaked secrets nobody reviewed.
How AI pentesting works and where it fits alongside SAST/...
AI pentesting explained: how autonomous agents test live apps, how it differs from SAST/DAST and Aikido's bolt-on approach, and where Safeguard fits in.
Vulnerability Management Dashboard Blueprint 2026
A 2026 blueprint for vulnerability management dashboards: which metrics belong on executive, manager, and engineer views, and how to avoid the common failure modes.
Enterprise Rails Security Audit: 2025 Field Notes
After 14 Rails audits in the last 12 months, the same eight issues kept surfacing. Here's the 2025 field checklist for Rails 7.2 and 8.0 enterprise apps.
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