Across the supply chain, software-defined approaches appear to be the clear path to ensure flexible and future-proof architectures. In the past five years, we have observed that software has dramatically developed in new and disruptive directions, enabled by the advancement of artificial intelligence and machine learning algorithms which are strongly depending on high-quality data.