During December 2024, Shurivich developed a generalized debugger test scenario for the DataDog/dd-trace-rb repository, consolidating multiple probe snapshot tests into a single, configurable system. By leveraging YAML for CI/CD configuration and system testing, Shurivich reduced test setup complexity and eliminated redundant configurations, streamlining both onboarding and ongoing maintenance. The new approach improved the reliability and maintainability of debugger validation in continuous integration pipelines, enabling faster feedback and iteration on debugger stability. This work demonstrated a thoughtful application of CI/CD and system testing skills, focusing on maintainable engineering solutions that address test redundancy and configuration challenges in a production environment.