HDInsight. This is a cloud-hosted service available to Azure subscribers that uses Azure clusters to run Hortonworks Data Platform (HDP), and integrates with Azure storage.
Additional information:
- What is Microsoft HDInsight?
- HDInsight page on the Azure website