A Data Lake is a vast, centralized repository designed to store raw, unprocessed data in its native format. It embraces all data types—structured, semi-structured, and unstructured—allowing for flexible analysis and Machine Learning applications, unlike a more structured Data Warehouse. This approach provides scalability and supports diverse analytical workloads.