Data lakes are large, centralized repositories that allow for the storage of vast amounts of raw data in its native format. Unlike traditional databases which store data in structured formats, data lakes can store structured, semi-structured, and unstructured data. This makes them highly flexible and scalable solutions for managing diverse data types.