Data lakes are centralized repositories that allow for the storage of structured and unstructured data at any scale, enabling businesses to run various types of analytics from dashboards and visualizations to big data processing and machine learning. They provide a cost-effective and scalable solution for storing vast amounts of raw data, allowing organizations to derive insights and make data-driven decisions without the need for extensive data transformation upfront.