# Test Environment Isolation & Dockerized Testing **Problem:** Debugging visual test failures was difficult without access to the live browser UI or artifacts. The reproduction script failed due to environment restrictions on launching browsers. **Suggestion:** Running tests in a consistent Docker container with Xvfb properly configured would help reproduce environment-specific failures locally.