Windows Azure is a cloud computing platform that provides on-demand computing resources and metered billing. It offers various deployment and service models depending on ownership needs - whether to buy cloud services or build your own. The platform utilizes commodity hardware for fault tolerance and scalability across multiple layers including data, application, integration, and client layers to support various workloads running in the cloud and on-premises.