Tools are provided to assist users of cloud computing systems to create, monitor, and debug the resource instances they need. Specifically, resource instances are created in a cloud computing system based on a blueprint that is provided to a blueprint processor. The blueprint declaratively defines the resources that the user needs to have created in the cloud. Based on the information contained in blueprint, the blueprint processor causes the cloud to orchestrate the creation of resource instances, doing so in parallel when possible, and to configure those resource instances as specified in blueprint. Techniques are described for generating a timeline to convey status during the deployment process, and for performing debugging operations.