To win at machine shop auctions, set a clear budget, research equipment thoroughly, and strategically time your bids. Watch competitors' behavior to gauge bidding patterns, and stay calm throughout the process. By being patient and sticking to your plan, you can secure valuable machinery at competitive prices, making online bidding a rewarding and efficient option.