Robin Systems provides a Kubernetes platform for managing big data, databases, and AI/ML workloads with solutions for deployment challenges related to storage and networking. They offer a range of features for application management, including one-click provisioning, scaling, and backups. The platform addresses fundamental issues in containerization and virtualization that can affect big data applications, ensuring high availability and performance.