2026. AI and Machine Learning Assisted Customer Aware Queries: A Comprehensive Analysis to improve User experience based on Natural Language Processing (NLP), Databricks, and Oracle APEX. The Asian Bulletin of Big Data Management . 6, 1 (Feb. 2026), 94–118. DOI:https://doi.org/10.62019/mxa74q07.