How do you source data relevant for some analysis? Once you “have” the data, how do you feed it to the analytic task? Traditional enterprise data integration joins paths across a handful of silos for a handful of specific analytic tasks. In data science, however, neither the set of relevant silos nor the set of relevant analytic tasks are both small and well-defined.