At Banzai Cloud we are building a managed Cloud Native application and devops platform called Pipeline. Pipeline supercharges the development, deployment and scaling of container-based applications with native support for multi and hybrid-cloud environments. The Pipeline platform provides support for advanced scheduling that enables enterprises to run their workflows in an efficient way by scheduling workflows to nodes that meet the needs of the workflow (e.g.: CPU, memory, network, IO, spot price, etc).