Camden Cloud Research. We believe that the future infrastructure for analytical workloads is based on scale out architectures. These workloads are built for the cloud, on-premise Private Clouds, and off-premise Public Clouds and hybrids. We follow the Johns Hopkins Data Scientist course for developing analytical applications. We then build performance management and capacity planning tools to help determine when to scale, and where.