Synthetic Training Data Synthetic Training Data in Robotics: What Works and What Breaks Synthetic training data enables robots to learn perception, motion, and interaction at scale. Generated in simulation, it offers low-cost labeling, safe edge-case testing, and faster development while addressing real-world data scarcity.