In October 2024, Ardorful developed a feature enhancement for the ConsultingMD/dbt-core repository, enabling order_by and limit support for saved queries. Working in Python and focusing on back end development and testing, Ardorful updated the JSON schema and parsing logic to accommodate new fields while maintaining backward compatibility. Comprehensive tests were added to verify correct sorting and limiting behavior, ensuring reliability and robustness. This work allows users to tailor query results for dashboards and reports, improving data retrieval flexibility. Ardorful’s contribution demonstrated end-to-end delivery, from design through validation, and addressed a clear business need without introducing reported bugs.