Over a two-month period, Mnaweb focused on backend reliability within the Vigtu/langflow repository, addressing critical issues in database integration and data flow. Using Python, SQL, and SQLAlchemy, Mnaweb delivered targeted bug fixes, including correcting attribute propagation and refactoring the IO structure in the SQLDatabaseComponent to enhance data integrity and maintainability. Additionally, Mnaweb improved the Clickhouse integration by enabling custom port configuration, which resolved connection failures in non-standard environments and reduced troubleshooting time. The work demonstrated a methodical approach to debugging and systems thinking, resulting in more robust database management and streamlined data pipelines across diverse deployment scenarios.