A primary challenge was ensuring that the generated SQL queries were contextually accurate and adhered to the database schema. Handling complex queries required iterating over query generation logic and fine-tuning the NLP model. Another hurdle involved optimizing the user interface for seamless interactive exploration, which was addressed by integrating schema-exploration features and a query history function.