In this talk, we’ll cover the key concepts that are critical to harness Data & AI leveraging what we have learned from implementing complex software and data-heavy developments in multiple projects. We’ll go through the three stages that we consider when dealing with data products, and we’ll also introduce the principles of Machine Learning Ops (MLOps), a concept that has gained momentum over the last months.