Ask on Data is an open-source, NLP-based tool designed to simplify data engineering through conversational interactions, enabling users to manage ETL and ELT processes without requiring extensive coding skills. It leverages GenAI and LLMs to automate and streamline complex data workflows, making data management accessible to non-technical users. The tool supports diverse data integration, real-time feedback, and seamless operation with modern storage solutions, positioning itself as a transformative solution for organizations aiming to enhance efficiency and innovation in data handling.