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๐Ÿฆ Wagtail sitesโ€™ carbon emissions
Data sources (all via HTTPArchive BigQuery):
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Last updated: 2025-06-03
https://developer.chrome.com/docs/crux/
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Data date: 2025-04-01
https://httparchive.org/
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Model: SWDM v4 and SWDM v3
https://www.wappalyzer.com/
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Carbon intensity: Ember 2024-2023 electricity data
Methodology references:
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Analyst: Thibaud Colas, Torchbox
https://almanac.httparchive.org/en/2022/sustainability
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https://sustainablewebdesign.org/calculating-digital-emissions/
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- Based on publicly-available data: Chrome UX Report (CrUX), HTTP Archive, Wappalyzer, Ember
https://sustainablewebdesign.org/digital-carbon-ratings/
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- Based on private Torchbox data for additional extrapolation factors (taken from Torchbox websites)
Methodology limitations:
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- Following established methodology: HTTP Archive Web Almanac, Green Web Foundation
https://www.fershad.com/writing/is-data-the-best-proxy-for-website-carbon-emissions/
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Estimating emissions per page view
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We derive emissions from page weight, similarly to other studies based on publicly-available data (0.81 kWh/GB).
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๐Ÿ‘‰ Key results - 2025
Rating202520242023
For sites using a ccTLD, we extract Ember grid carbon intensity data for this country
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A+2.3%3.4%2.4%
Otherwise we apply a global grid carbon intensity factor to convert page weight into carbon-equivalent emissions (442gCO2e/kWh).
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6431
Websites with public data
A6.7%8.9%8.2%
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B17.7%16.5%16.6%
Estimating pageviews
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2,905
Median site page weight (kb)
C14.6%13.2%14.1%
We cross-reference CrUX ranks and available pageview data to extrapolate pageview figures for all sites
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0.12
Median site emissions (tCO2e/year)
D11.6%16.8%11.4%
Then multiply the carbon cost of one page view by how many there will be in 1 year
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1.19
Average site emissions (tCO2e/year)
E9.5%9.0%10.1%
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F37.6%32.2%37.2%Tradeoffs
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5,505
Total emissions (tCO2e/year)
The analysis is based largely on publicly-available data only, so the methodology only produces high-level numbers.
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Metric
The carbon intensity only takes into account ccTLDs with a predetermined portion of traffic assigned to the target country, not real-world demographics
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Median page weight
CrUX ranks -> pageviews are approximations which have value in aggregate but not for individual sites
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We only survey websitesโ€™ homepages. Which tend to be the most-visited pages of sites, but also image-heavy.
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Related research
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2024 Wagtail sites emissions dashboard
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2023 Wagtail sites emissions dashboard
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Sustainable Web Design emissions calculator as a spreadsheet
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Data - Evaluating the carbon footprint of Django and Wagtail sites | Django London
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RatingWagtailIndustry average
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A+3.4%5.0%
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A8.9%5.0%
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B16.5%10.0%
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C13.2%10.0%
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D16.8%10.0%
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E9.0%10.0%
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F32.2%50.0%
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"Does my server actually use less energy when fewer people use it"
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"what are those Fs doing / what should they be doing"
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Bar chart: Digital Carbon Ratings: how Wagtail sites score. April 2024 HTTP Archive data, SWDM v4, 2023-2024 Ember grid carbon intensity, 4889 websites. A+: 3.4%. A: 8.9%. B: 16.5%. C: 13.2%%. D: 16.8%. E: 9%. F: 32.2%
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YoYSitesPageviewstCO2e/year
Median page weight
Carbon intensity (avg gCO2e/kWh)
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2023434913,045,319,3985,198.081,986422
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% 2023-202412.42%18.83%22.03%-5.44%-2.53%
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2024488915,501,665,3016,343.401,878411
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% 2024-202531.54%-31.09%-13.22%12.19%-1.39%
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2025643110,682,957,0225,504.52,107405
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