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Recent years have brought an explosion of algorithms, models and software libraries for doing data science that allow unprecedented possibilities for solving problems. But providing a data science service as a consultant or a company involves more than just tools. In this talk, I will share the most useful lessons that I learned while working at a company providing these services.