Method and apparatus to evaluate resource elements and public clouds for deploying tenant deployable elements based on harvested performance metrics

Some embodiments of the invention provide a method of deploying tenant deployable elements on resource elements in public cloud datacenters. The method receives a request to deploy a particular tenant deployable element in one of a first public cloud datacenter (PCD) and a second PCD, the first public cloud datacenter belonging to a first cloud service provider (CSP) and the second public cloud datacenter belonging to a second CSP. For each candidate resource element in the first PCD, the method identifies a first set of performance metrics associated with the candidate resource element. For each candidate resource element in the second PCD, the method identifies a second set of performance metrics associated with the candidate resource element. The method evaluates the identified first and second sets of metrics to select a resource element to implement the particular tenant deployable element in one of the first and second PCDs. The method uses the selected resource element to implement the particular tenant deployable element in one of the first and second PCDs.