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For Compute (nova) for example, pagination is described in http://docs.openstack.org/api/openstack-compute/2/content/Paginated_Collections-d1e664.html and the limits are set by the cloud provider.

With that stated, it is also known that pagination is not present in the nova client. This blueprint discusses this: https://blueprints.launchpad.net/oslo/+spec/pagination-generator