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Developer Tools

Automated fix pull requests from SCA: what good looks like

Automated fix pull requests can save hours or break builds. Learn what a safe fix PR contains, what controls to demand, and how to roll it out gradually.

Oct 18, 20263 min read
Developer Tools

SCA for small teams: ten short answers

Short answers to the questions small engineering teams ask about software composition analysis: what to scan, when, how much effort, and what to skip.

Oct 18, 20263 min read
Developer Tools

What should you name an SBOM file? bom.json, cdx.json and media types

CycloneDX conventions are bom.json, bom.xml, and the patterns cdx.json and cdx.xml. How to name, store and label SBOM files so tools can find them.

Oct 18, 20263 min read
Developer Tools

Where should SAST run: IDE, pull request or nightly?

A decision guide for placing static analysis in the IDE, on pull requests or in nightly scans, with the trade-offs in speed, noise and enforcement.

Oct 18, 20263 min read
Developer Tools

SAST vs SCA: code you wrote versus code you imported

SAST analyses your own source for flaw patterns. SCA checks the libraries you import against known vulnerabilities. Here is when each one fires.

Oct 18, 20263 min read
Developer Tools

Why SAST produces false positives and how to cut them down

SAST false positives come from limited context, not bad luck. Start with a few rule categories, tune on one repo, and track the fix rate to cut them.

Oct 18, 20263 min read
Developer Tools

SAML vs OIDC: which SSO protocol should you support?

A decision guide for SaaS builders and IT teams choosing between SAML and OpenID Connect for single sign-on, with the checks each one needs.

Oct 18, 20263 min read
Developer Tools

SAML response validation: a checklist for service providers

Which checks a SAML service provider must run on every response: signature, audience, destination, InResponseTo, replay and expiry, per OWASP guidance.

Oct 18, 20263 min read
Developer Tools

Same price per token, same bill? Why tokenizer changes break the math

Moving models at an unchanged price per token can still raise your bill, because tokenizers differ. A myth versus fact check, with how to test your own.

Oct 18, 20263 min read

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