Shivaprasad Sankesha Narayana. (2025). The Evolution of Data Architectures: Leveraging Lakehouse Systems with Apache Iceberg for Privacy-Preserving Machine Learning Pipelines. Emerging Frontiers Library for The American Journal of Engineering and Technology, 7(11), 85–94. Retrieved from http://emergingsociety.org/index.php/efltajet/article/view/455