There has been a spate of product announcements and integrations over the past few weeks signaling that many big data workloads — including, and especially, Hadoop — will soon be ready to run reliably in the cloud.
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I cannot think of any other place for Big Data but the cloud!
Amazon and Microsoft are clear leaders at the moment, but there is a lot of movements and Oracle might well catch up.
My Hadoop clusters have always been running on the cloud and will always be (I am currently using HDInsight on Azure).