A data lake addresses the challenges of big data storage solutions by providing a centralized repository for storing vast amounts of structured and unstructured data in its native format. Unlike traditional data warehouses, data lakes enable organizations to store raw data without a predefined schema, allowing for greater flexibility in data processing and analysis. This approach supports various analytics tools and techniques, enabling data scientists and analysts to extract valuable insights from diverse datasets for informed decision-making and innovation.