Is re-run rate a good measure of developer friction from security checks?
Re-run rate shows how often developers retry security jobs. What it tells you about friction, what it misses and how to compute it from CI history.
Deep dives, practical guides, and incident analyses from engineers who build Safeguard. No fluff, no vendor FUD — just what you need to ship secure software.
Re-run rate shows how often developers retry security jobs. What it tells you about friction, what it misses and how to compute it from CI history.
Rails gives minor releases one year of bug fixes and two years of security fixes. See how to turn that into an upgrade schedule for your app.
Rails API mode drops cookies, sessions and view layers by default. What that means for auth, CORS and scanning, and what you still need to add yourself.
Developers say the security scan is slow, but the delay is often queueing, not scanning. How to split wait from work and what to fix in each case.
Eight questions to put to an AI assistant about a proposed fix, and why its answers are leads to verify rather than proof that the fix is correct.
A one-page checklist for managers planning a quarter of dependency upgrades: inventory, risk, capacity, owners, safety net and a closing review.
Two Python environment variables that suit containers: no pyc files written, and unbuffered output so logs appear at once. What each does and its limits.
auditwheel repair copies shared libraries into a wheel, and its docs warn that bundling may raise copyright concerns. A license check for compiled wheels.
Dependencies declared solely in setup.py may not be fully listed by GitHub's dependency graph. Commit a lock or requirements file for a complete SBOM.
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