Third-party web tracking has been used to collect and analyze user browsing behavior, which has raised concerns about privacy among Internet users. In this talk, I will describe the mechanisms behind third-party web tracking and offer suggestions for user protection. My discussion will extend to our recent work on Personally Identifiable Information (PII) leakage-based tracking across various scenarios. I will conclude the talk by suggesting potential research directions to enhance transparency on the World Wide Web.