Large amounts of data are a necessity to feed data hungry algorithms fueling the 4th industrial revolution. This, however, comes hand in hand with data breaches and abuse of personal data. Thus, data privacy is an increasingly important concern. In my talk, I will show how generated synthetic data can reconcile these seemingly contradictory positions allowing data privacy and data usage at the same time.