In a special issue of mSystems, JGI’s Rex Malmstrom, Emiley Eloe-Fadrosh, and Simon Roux contribute perspectives on what the next five years of innovation genomics might look like. Their forecast includes emerging research on restructuring individual microbes and developing the field of ecogenomics.