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Warehouse robotics depends on accurate, high-quality training data to recognize objects, navigate environments, and perform tasks safely. Robotics data annotation helps transform images, videos, LiDAR, and sensor data into structured datasets for AI models. This guide explores key annotation challenges, scalable workflows, quality strategies, and the benefits of outsourcing annotation for modern warehouse automation.