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Application Security

The Python pickle security model, explained

Python's own docs warn that unpickling can execute arbitrary code — yet pickle is still the default weight format behind millions of ML model downloads.

Jul 7, 20266 min read
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
Application Security

Securing Python Virtual Environments

A single sudo pip install can overwrite files an OS package manager owns — PEP 668 exists because that anti-pattern was common enough to break Linux distros.

Jul 7, 20267 min read
DevSecOps

Reducing Docker image build time without sacrificing security

Multi-stage builds and minimal base images can cut CI build times dramatically — and they're the same changes that shrink your CVE attack surface.

Jul 7, 20266 min read
Application Security

Preventing SSRF in Node.js applications

A single unvalidated URL in a fetch or axios call can let an attacker reach 169.254.169.254 and steal cloud credentials — as the 2019 Capital One breach showed.

Jul 7, 20266 min read
Application Security

Preventing SQL injection in Node.js applications

CWE-89 is a 25-year-old bug class, but Node's template literals make it trivially easy to reintroduce in mysql2, pg, and even Sequelize's raw-query escape hatch.

Jul 7, 20267 min read
Application Security

PHP Laravel security best practices

One line, `protected $guarded = [];`, can turn a Laravel signup form into an admin-account minting machine — here's how to lock down five real Laravel risk areas.

Jul 7, 20266 min read
Open Source Security

Native-extension vulnerabilities in Python packages

numpy, pandas, cryptography, and lxml all ship compiled C/C++ code — and a Python SCA scan that only checks package versions can miss memory-safety bugs buried in that native layer.

Jul 7, 20266 min read
Open Source Security

Managing Open Source Component Risk at Scale

A modern app's dozen direct dependencies can resolve into thousands of transitive packages — and CVE-2024-3094 proved a single unmaintained one is enough to backdoor SSH itself.

Jul 7, 20268 min read

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