Khalid Al-Mutairi; Mariam Al Mazrouei. Optimizing Modern Data Lakehouse Architectures: A Comprehensive Comparative Study of Delta Lake and Apache Parquet in Python Data Pipelines. Fro. Eme. Com. Sci. & Info. Tech. 2025, 2, 30-33.