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The data science skills shortage means that those who have the knowledge are under constant pressure to do more with less. While the data science tools are improving at a staggering pace, the operational tools around them can not keep up. Even researchers at Google state that the issue of automatic configuration and dependency management of services is still an "open, hard problem". This manifests itself in data scientists either constantly having to solve operational challenges or having to bedoi:10.1109/bigdata.2016.7840930 dblp:conf/bigdataconf/SebrechtsBVSWVT16 fatcat:jv3en4igxzdhlmy3w35yhygm54