You might need to scale your HDP cluster on Azure when space becomes fully utilized or you require more processing for your workloads.

Ambari allows you to scale your cluster, provided that the machines are pre-configured. Provisioning new machines requires multiple steps on the Azure infrastructure. Contact Hortonworks Professional Services for assistance.