Our ecosystem provides machine learning-ready datasets, along with more than 35 reported and unreported featurization approaches, under a consistent application programming interface (API) that enables rapid experimentation and makes those tools accessible to non-experts. Moreover, to facilitate consistent and meaningful evaluations of machine learning approaches, we also provide data splitters, as well as benchmarking tools that allow submission to a public leaderboard that is automatically updated upon submission.