In recent years, artificial intelligence (AI) has rapidly transformed various industries, and the field of data engineering is no exception. One of the most exciting advancements is the integration of Generative AI (GenAI) into data engineering tools. Ask On Data, an open-source, GenAI-powered chat-based data engineering tool, is at the forefront of this transformation. By combining the power of machine learning, natural language processing (NLP), and a user-friendly chat interface, Ask On Data is revolutionizing the way data engineers interact with data pipelines, automate tasks, and streamline data management processes.