To win big at machine shop equipment auctions, thoroughly research desired items and set a clear budget. Inspect equipment in advance, understand auction terms, and arrive early. Bid confidently, and strategically, and avoid emotional bidding. Finalize payments promptly and plan for efficient equipment removal.