Abstract: Solving large and complex supply chain planning and optimization puzzles is not a simple challenge. It requires having the right data, modeling the right business rules, deciding on the right KPIs, having good interaction and analysis of the puzzle, its solution and consequences and finally it requires world-class optimization. Data science is starting to play an important role in this area, a role that for sure will grow rapidly in the coming years.