Glow is an open-source toolkit that makes it easy to aggregate genomic data together with rapid algorithms for data preparation, statistical analysis, and machine learning at biobank-scale. The toolkit is natively built on Apache SparkTM, the leading unified engine for big data processing and machine learning, enabling the scale of the cloud for tertiary genomics workflows.