A data lake is a centralized repository that allows you to store all your structured and unstructured data at any scale, enabling you to run analytics and machine learning directly from raw data. It supports a schema-on-read approach, providing flexibility to extract insights without predefined schemas, making it ideal for big data processing and real-time analytics.