Everybody talks about Data but very few do it and even fewer do it correctly at scale. During my personal experience in the transition from Software Development (C++) to Data Science (Python) and in working with several venues to move to Data Science techniques, I grepped some insights on how a company should approach the Data Science Challange. At the talk, I will show how to perform the transition from being a software engineer as a person and as a company. The talk will include both a high-level overview of the process as well as some techniques and leads to start with.