It is essential to have a machine data analytics platform that can support logs, metrics and events. It is even more important to have machine data analytics platform as a service that eliminates additional burden of managing the management system. This paper highlights the journey of a devops engineer and his experience in managing and scaling Graphite. The story may be fictitious but issues highlighted here are real customer experience. Download the report to learn more.