If you have a pool of resources like Compute, Storage and network components, you can use openstack on top of this pool to build a working cloud setup. Latest release of openstack; known as Mitaka; has simplified cloud setup and management to great extent but still you might run into many issues when creating instances, or setting up networks/router or configuring object storage etc.
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