Modernization of environmental observation instrumentation has produced a wealth of data for which classical analytical routines are not scaled to handle efficiently. Further, increasing complexity of climate models limit execution by only the world’s most sophisticated computing systems, which in turn archive the massive data sets of intermediary model outputs for analysis by the climate research community. We will unite researchers to address the challenges posed by the scale of these environmental observation & climate model data sets.