The paper introduces SmartSDG, an automated pipeline using NVIDIA Isaac Sim and Physically-Based Shading to optimize synthetic-to-real domain adaptation. It shows that indirect lighting and complex backgrounds improve object detection by preserving surface textures and reducing false positives, outperforming conventional direct-light synthetic data.