In addition to being the first approach to reliably de­tect differentiation from mobile devices without special privileges, our study also identifies several instances of middleboxes violating end-to-end principles for a variety of popular apps.
we find evidence of video transcoding, HTTP header manipulation in requests and responses, and proxies that modify TCP behavior.