Azure Data Lake is a hyper-scale repository designed for big data analytics, allowing storage of unstructured, semi-structured, and structured data without schema definitions. It integrates with various tools and supports high-performance analytic workloads, with features like data encryption, access control, and auditing. This platform is optimized for massive throughput and scalability, enabling efficient processing of large datasets across multiple frameworks.