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This article outlines an approach to marketplace prices optimization. It covers the important definitions and roles of Machine Learning (ML), algorithms, and humans in optimal pricing. It also provides a detailed recipe for ML engineers on how to build optimal pricing systems. The approach is based on independent demand curves and provides a way to develop pricing strategies based on a specific business goal.