Code quality & testing

Vendor-neutral coverage of code quality & testing.

Articles

6 articles

Signadot's Kafka routing-key trick: one broker, many parallel tests

The New Stack details how Signadot extends its ephemeral-environments pattern into Kafka. A routing key rides each message, producers stamp it, consumers filter on it, and tagged test traffic can share a broker with stable traffic instead of forcing a broker per branch.

Jul 26, 2026 · Priya Nair Code quality & testing

GitHub Code Quality goes GA, and the billing meter turns on with it

GitHub Code Quality moved to general availability on GitHub Enterprise Cloud and GitHub Team on July 20, pairing CodeQL's analysis with AI-assisted detection and Copilot Autofix inside pull requests. The pricing landed the same day: $10 per active committer per month plus usage charges for AI work and CodeQL compute.

Jul 22, 2026 · Tomás Vega Code quality & testing

GitLab Duo Security Review Flow goes after the logic bugs SAST leaves on the floor

GitLab moved Security Review Flow into public beta on the Duo Agent Platform. You add it to a merge request like a human reviewer, and it focuses on authorization and business-logic bugs that pattern-based scanners typically miss.

Jul 17, 2026 · Priya Nair Code quality & testing

Lightrun brings production impact into the PR review, and the merge gate gets more interesting

Lightrun added a capability that assesses a pull request's likely production impact before merge, joining a small category of tools that pull runtime context into code review. A step forward for PR review as a real signal, with some honest caveats about what 'runtime-aware' actually delivers today.

Jul 6, 2026 · Priya Nair Code quality & testing

Code Quality findings now have a REST API a pipeline can actually call

GitHub put its Code Quality CodeQL findings behind two read-only REST endpoints in public preview, one for listing with filtering and pagination, one for a single finding. The change turns the Code Quality UI's data into something CI/CD jobs and remediation tooling can finally consume on their own schedule.

Jun 24, 2026 · Priya Nair Code quality & testing

GitHub Code Quality gets a GA date, and a seat inside the merge gate

GitHub has set July 20, 2026 as the general-availability date for Code Quality, a native engine that wires maintainability and reliability checks, code-coverage tracking and merge-blocking quality gates into the pull-request flow. For pipelines, the change shifts a class of checks from third-party SaaS into the same place where the merge decision lives.

Jun 17, 2026 · Maya Okonkwo