Unique Data Extraction refers to the process of identifying and retrieving specific, non-duplicated information from a vast dataset, ensuring the integrity and relevance of the extracted data. It's crucial for enhancing data analysis efficiency and improving decision-making by providing a clearer, more accurate representation of underlying patterns and insights.