In talk about large-scale biometric systems, we hear a lot about algorithm performance: speed, accuracy, template size, false accept and reject rates, ROC and DET curves, etc. These are critical to knowing if a biometric algorithm is up to the task at hand. But we hear less about how these systems achieve their massive scale; [...]