This week on Machine-Centric Science, I interviewed Shreyas Cholia, currently at the Lawrence Berkeley National Laboratory in Berkeley, California. Topics we spoke about included: data lifecycles, edge computing for data firehoses, provenance, standards, broad versus detailed domain vocabularies, scope for common APIs, and identifier leveling.