The main characteristic of a data lake is its ability to store vast amounts of structured, semi-structured, and unstructured data in its raw format. Unlike traditional databases that require predefined schemas, a data lake allows for greater flexibility in data storage and analysis. This is particularly beneficial for organizations looking to leverage big data analytics and machine learning, as it enables them to explore and extract insights from diverse datasets without the constraints of rigid data models.