This talk describes my six-month effort to develop a COVID-19 tracking website for Missouri, which began as an effort to provide daily data snapshots over Twitter and soon grew into a regularly update website providing data across a range of jurisdictions. I reflect on the process of developing these data products, the need for public, descriptive science during a pandemic, and lessons learned from this experience. Among these lessons are reflections on health and social disparities caused by the pandemic, the need for new data efforts to be able to track these in real-time, and a need to re-conceptualize what the “social safety-net” encompasses.