cloud-init fails to extend the disk size when launched as an openstack-instance

I've created a RHEL 7.1 cloud-image for use with openstack. The image however does not use the entire disk allocated to it when launched with different disk sizes. I can see that the cloud.cfg file does include the growpart and resizefs modules. But it doesn't seem to actually grow the disk size. Does anyone know how to fix it?