To score big at your first machine shop auction, do your research beforehand, inspect equipment thoroughly, set a budget, and stick to it. Look for hidden gems, prioritize essential machinery, and be prepared to bid strategically. Pay attention to details, ask questions, and don't hesitate to negotiate. With preparation and patience, you can secure valuable equipment at competitive prices. 