Worked on the keycloak/keycloak repository to enhance metrics observability for user events by delivering a targeted feature that cleans up the keycloak_user_events_total metric. The approach involved removing empty labels and refactoring the tagging and label application process, resulting in clearer and more consistent metric reporting. Using Java for backend development, the contribution centralized label handling, which reduces metric noise and simplifies future maintenance. The work also incorporated metrics monitoring and testing practices to ensure reliability. This focused update addressed specific issues in metric clarity and observability, improving the overall quality and maintainability of Keycloak’s user event metrics infrastructure.