In the realm of large-scale artificial intelligence (AI), data preparation emerges as a vital stage, often overshadowed. BulkDaPa, a novel framework, addresses this gap by offering scalable data manipulation solutions tailored for gigantic datasets. By leveraging sophisticated methods, BulkDaPa streamlines the comprehensive data preparation pipelin