A data lake is a centralized storage system that accommodates large volumes of both structured data (like databases) and unstructured data (like images or videos). It enables organizations to store raw data in its native format before processing or analysis, providing flexibility for various data science tasks and enabling insights through scalable, cost-effective storage.