The Oozie framework made by Yahoo and supported by Cloudera is designed to handle this task by representing each Hadoop job as a node in an directed acyclic graph.
Hadoopy with Oozie support. (using Python to write a Hadoop program)
http://brandynwhite.com/hadoopy-cython-based-mapreduce-library-for-py
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