The atomate2 software package incorporates several new features that broaden its capabilities and simplify its use. From a fundamental standpoint, workflows are now built on top of the newly created jobflow library which makes it easier to reuse workflow components and also simplifies data passing between jobs and input/output operations. While not emphasized in the current work, the jobflow library also makes it possible to employ different workflow execution engines, including FireWorks and jobflow-remote, to distribute jobs over computing resources. This change makes it easier to circumvent some issues faced by users of FireWorks, including difficulty running with certain network firewall configurations as detailed in the original FireWorks paper.