IntroductionAutomated data collection practices, such as web scraping, are widely used for personalization on interactive platforms, and they raise recurring questions about privacy, transparency, and user trust. Prior work has examined these constructs separately. Less is known about whether transparency in onboarding disclosures is associated with a weaker relationship between awareness of automated data collection and privacy-protective behavior. This study examines the relationship between p