A cloud manager monitors running VM patterns, determines potential VM patterns that have a different configuration than the running VM patterns, and performs estimates of a plurality of metrics for the potential VM patterns. When the estimates for the potential VM patterns exceed the monitored VM patterns currently running by some threshold amount, the potential VM patterns may be automatically deployed to one or more clouds. The result is a cloud-based system that is automatically and dynamically tuned to changing conditions.