You can use simple regression tools to characterize the difference in means and variance. Nonparametric analysis of the pre and post data could be used to get general information on the change. Time-series analysis could also be used to quantify any significance in changes. One option is Causal Impact in time series that is described at the link below - https://google.github.io/CausalImpact/CausalImpact.html