> Ban it from the dataset, add it to the analysis. You can choose your own flavor of noise.

Not sure exactly what you're proposing, but if the noise is added independently to different people, you can just buy multiple copies to reduce it.

There are a lot of ways to do this wrong, which is why so much analysis has gone into differential privacy.