This article in +Forbes written by +Dan Woods looks into the reasons Hadoop jobs are failing.
He's right - services that charge for your use don't care if it was successful or not and that could be a way to waste time and $. He lists some great areas to look into for reasons why it either didn't finish or gave an error. These tend to be good practice whether you are having problems or not.
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