In the past decade, global warming made several headlines and turned the attention of the whole world to it. Carbon footprint is the main factor that drives greenhouse emissions up and results in the temperature increase of the planet with dire consequences. While the attention of the public is turned to reducing carbon emissions by transportation, food consumption and household activities, we ignore the contribution of CO2eq emissions produced by online activities. In the current information era, we spend a big amount of our days browsing online. This activity consumes electricity which in turn produces CO2eq. While website browsing contributes to the production of greenhouse gas emissions, the impact of the Internet on the environment is further exacerbated by the web-tracking practice. Indeed, most webpages are heavily loaded by tracking content used mostly for advertising, data analytics and usability improvements. This extra content implies big data transmissions which results in higher electricity consumption and thus higher greenhouse gas emissions. In this work, we focus on the overhead caused by web tracking and analyse both its network and carbon footprint. By leveraging the browsing telemetry of 100k users and the results of a crawling experiment of 2.7M websites, we find that web tracking increases data transmissions upwards of 21%, which in turn implies the additional emission of around 11 Mt of greenhouse gases in the atmosphere every year. We find such contribution to be far from negligible, and comparable to many activities of modern life, such as meat production, transportation, and even cryptocurrency mining. Our study also highlights that there exist significant inequalities when considering the footprint of different countries, website categories, and tracking organizations, with a few actors contributing to a much greater extent than the remaining ones.
翻译:在过去的十年中,全球变暖成为了新闻头条,引起了全世界的关注。碳足迹是推动温室气体排放增加并导致行星温度上升的主要因素,带来了可怕的后果。虽然公众的注意力集中在减少交通、食品消费和家庭活动产生的碳排放量上,但我们忽略了在线活动所产生的二氧化碳排放的贡献。在当前的信息时代,我们花费大量的时间在线浏览。这种活动消耗电力,产生二氧化碳排放。虽然网站浏览对温室气体排放的增加有所贡献,但网络追踪实践对环境的影响进一步加剧。实际上,大多数网页都受到追踪内容的重负,这些内容主要用于广告、数据分析和可用性改进。这些额外的内容意味着大量的数据传输,这导致了更高的电力消耗,从而产生了更高的温室气体排放。在这项工作中,我们专注于网页追踪所造成的开销,并分析其网络和碳足迹。通过利用10万用户的浏览遥测和对270万个网站的爬行实验的结果,我们发现网页追踪增加了高达21%的数据传输,并导致每年额外排放大约1100万吨的温室气体。我们发现这样的贡献远非微不足道,可以与现代生活中的许多活动相媲美,如肉类生产、交通甚至加密货币挖掘。我们的研究还强调了在考虑不同国家、网站类别和追踪组织的足迹时存在显着的不平等性,少数行为者的贡献远远大于其他行为者。