Purchasing machinery at machine shop auctions offers several key advantages, including access to a wide variety of equipment at competitive prices, the opportunity to find high-quality used machinery, and flexible payment options. Auctions also provide insights into market trends, quick transactions, and the ability to negotiate deals, making it a cost-effective way to acquire the tools necessary for production needs.