Artificial Intelligence (AI) and Machine Learning (ML) require vast amounts of high-quality data. Without a robust storage foundation, these models fail to provide accurate predictions. Data lakes have emerged as the primary solution for this challenge. They offer a scalable environment to store structured, semi-structured, and unstructured data. This article examines how these repositories...