Expertise with C++ testing and mocking frameworks such as GoogleTest, Google Mock, Catch2, or comparable technologies, along with experience building automation or developer tooling using Python or similar languages. Build platforms that provide clarity into key engineering metrics, including test coverage, flaky-test trends, and pipeline health, enabling teams to make informed, data-driven decisions.