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.
A layered approval model for shared Terraform, Helm, Ansible and CI repositories: owners, review rules, release tags and apply gates, with trade-offs.
FIRST gives a formula: one minus the product of each EPSS non-exploit chance. For 100 CVEs at 5 percent, it is about 99.4 percent. Worked steps and caveats.
Celery has used JSON as its default serializer since 4.0. Why pickle is risky with untrusted clients, how accept_content limits it, and what signing adds.
Celery defaults to JSON. Pickle is unsafe with untrusted senders. Set accept_content to json, lock down the broker, and consider message signing for more.
ShareAlike applies when you adapt a CC BY-SA work: your adaptation must carry the same or a compatible license. Here is how that plays out in a product.
CC BY asks for appropriate credit, a license link and a note of changes. Here is what that means for icons, images and sounds in a mobile or web app.
Old ignore lists make your current scanner look quiet and a new one noisy. Compare with suppressions off, then test how each tool imports decisions.
Cap files, lines, directories, dependencies and daily volume for automated fix PRs. A starting table of limits and what to do when a change exceeds them.
A canary exposes a small slice of production to a merged fix before everyone gets it. See which metrics to watch, how long to wait, and when to roll back.
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