Using Gans to Generate Synthetic Data

In act of modelling, there may be some point where in your data pipe line that isn't as protected. So to secure that end, you end up generating synthetic data and using it. And so you avoid the risk of some data leakage. There's a few other novel use cases for synthetic data mentioned in the paper. How can synthetic data be useful for giving better consumer privacy?