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Combined survey and web tracking data have great potential for social-scientific research. They allow linking information on online behavior with data on reported offline behavior, opinions, and attitudes. At the same time, ethical, legal, and technical challenges make it difficult to disseminate linked web tracking data to the scientific community. This whitepaper aims to address these challenges by providing guidance for researchers and archivists, discussing legal, practical, and ethical aspects, disclosure risks, and establishing a framework for publishing web tracking data. Recommendations for best practices are also provided based on experiences from a research project funded by the German Consortium for the Social, Behavioural, Educational and Economic Sciences.