To win big at gym equipment auctions, research items beforehand, set a budget, and stick to it. Attend auctions early to inspect equipment thoroughly. Be strategic in bidding, knowing when to enter the competition and when to bow out. Utilize online platforms for wider access. Consider bundled lots for cost-effectiveness. Stay focused, maintain discipline, and don't succumb to impulse bidding.