A data lake is a centralized data storage system that allows an organization to store vast amounts of structured and unstructured data. Data lakes are designed to hold data in its raw form, making it accessible for various analytical and data processing tasks. They enable businesses to collect and manage large datasets from different sources, providing the foundation for data analysis, reporting and machine learning applications.