Cloudbreak is a tool designed for provisioning Hadoop clusters across various cloud infrastructures, emphasizing simplified cluster management and automation. It supports various use cases such as data science and IoT applications, along with features like auto-scaling, user credential management, and recipe integration for customizing installations. The document also discusses the benefits of using a shared data lake for secure, efficient management of data and workloads in the cloud.