Data Lakes are centralized repositories that store immense volumes of raw, unprocessed data in its original format, including structured, semi-structured, and unstructured data. They enable flexible, scalable storage for diverse data types, facilitating easy access and analysis for AI applications such as machine learning, data mining, and advanced analytics, thereby supporting data-driven decision-making and innovation.