Cloud based machine learning services allow the quick implementation of use cases. We present our journey with our client of scaling up many simple ideas to a platform with high dynamic and increasing impact in the organization. We started with time series forecasting using Auto ML and subsequently scaled using ML Ops principles. Now we are building a flexible ecosystem to aid our client in their production planning.