We suggest approximately optimal bidding strategies for games, where similar items are auctioned repeatedly. Considering players' bounded rationality in practice, the results can further motivate the application of market-based approaches in resource allocation problems. We specialize the bidding algorithm for first-price payment schemes, the building blocks of several simplified selling mechanisms, that are common in practice.