Using data sets from the Human Cell Atlas (HCA), combined with tools and computational resources available on the Cancer Genomics Cloud (CGC), the Seven Bridges team describe changes in transcriptome profiles of endothelial tumor cells over time. They demonstrate the importance of developing reproducible workflows that can run in multiple environments, and show how existing data can offer new insight into today’s complex biological questions.