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Developer Tools

Can a pull request check teach developers instead of just blocking?

A pull request gate teaches when its message says what failed, why it matters and how to fix it. Message anatomy, tuning rules and a decision table.

Oct 18, 20263 min read
Developer Tools

How do you publish an SBOM with a GitHub release?

Attach a generated SBOM to a GitHub release as an asset: build it in CI, name it by version, use a draft release, and know what the repo export covers.

Oct 18, 20263 min read
Developer Tools

Should you publish a version skew policy for your on-prem product?

A skew policy says which component versions may run together during an upgrade. Why on-prem vendors need one, with a table modeled on a public example.

Oct 18, 20263 min read
Developer Tools

How do you prove a SAST finding is real with a failing test?

Write a unit test that feeds the dangerous input to the flagged code. If it fails, the finding is real and the test guards the fix. Steps and an example.

Oct 18, 20264 min read
Developer Tools

Protect release tags with a GitHub ruleset

Branch rules get the attention, but tags decide what users install. How a GitHub ruleset can stop release tags being moved, deleted or created freely.

Oct 18, 20263 min read
Developer Tools

Property-based testing for input validation: pick invariants

How to choose properties for security-sensitive code, such as round trips and never-crash rules, so a generator finds the inputs you did not think of.

Oct 18, 20263 min read
Developer Tools

What should a product manager ask about dependencies before launch?

Seven questions a product manager can ask engineering before a launch to learn what third party code ships, who maintains it, and what could delay release.

Oct 18, 20263 min read
Developer Tools

A privacy review checklist for schema changes and pull requests

Six questions to ask in code review when a change adds personal data: purpose, minimum fields, retention, access, recipients, and deletion and export.

Oct 18, 20263 min read
Developer Tools

How do you preview a pip install before running it?

Use pip's dry run, report and download options to see what a package would pull in, and inspect files before anything is installed on your machine.

Oct 18, 20263 min read

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