Machine learning provides many opportunities for enhancing the customer experience of existing digital products and services or, enabling the creation of whole new product experiences. But the challenges of building and launching these products and features require special considerations to maximize their chances for success. This talk will examine the approach to building data products and features touching on Agile Data Science, Rapid Prototyping and Lean Experimentation.