Worked on enhancing the Timesketch upgrade workflow documentation in the google/timesketch repository, focusing on clarifying the process for database migrations and version management. The update detailed when migrations are necessary, provided step-by-step guidance for using tsctl db upgrade, and explained how to pin Timesketch versions via config.env for Docker Compose deployments. This Markdown-based documentation improvement aimed to reduce user misconfigurations and streamline the upgrade process, supporting more reliable deployments and easier onboarding for operators. The work demonstrated attention to deployment workflows, clear technical communication, and practical use of documentation skills to address common pain points in operational environments.