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A 45 KB page transfer tells you how much data moved under a particular measurement condition. It does not tell you exactly how much electricity—or battery—one phone used to load the page. Per-byte carbon calculators estimate impact by applying system-wide averages to transferred data, not by metering a specific handset. That makes the result useful for consistent comparisons, but not a precise phone-level reading.
What does “45 KB” tell you?
It describes the amount of data transferred in the visit being measured. It is evidence of a relatively small payload, not proof that the visit had zero environmental impact, and not a direct reading of the phone’s power use.
The figure also depends on what was measured: first visit or return visit, cache state, browser, viewport, and measurement setup can all affect the transfer. A page-weight number without those conditions is difficult to compare fairly with another one.
How much carbon does a webpage produce?
A calculator such as the Sustainable Web Design Model (SWDM) estimates emissions by assigning energy use to data centres, networks, and user devices, then applying an electricity carbon-intensity factor. Its version 4 methodology includes operational and embodied emissions across those system segments. The result is a model output, not a meter reading from the visitor’s phone.
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How the per-byte estimate is calculated
SWDM v4 derives operational energy intensities by dividing aggregate energy use by aggregate internet data transfer, then multiplying the transferred data by those averages. The methodology reports 0.055 kWh/GB for data centres, 0.059 kWh/GB for networks, and 0.080 kWh/GB for user devices. Those figures are global model inputs based on aggregate totals—not measurements of a particular page, network session, or phone.
For its worked example, SWDM v4 uses a global-average electricity intensity of 494 gCO2e/kWh. The methodology says a regional or local factor can be substituted where appropriate. Since grid intensity changes the emissions estimate, comparisons should identify which electricity factor they use. Read the SWDM v4 methodology.
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Where the per-byte model has a blind spot
Dividing system-wide energy by system-wide traffic gives an average allocation. It does not show that every additional byte causes the same increment of energy in every circumstance. The SWDM authors describe data transfer as an accessible proxy and note that it remains a subject of debate; they retain it in part because it is commonly used and consistent with earlier versions of the model.
Network energy can be especially difficult to infer from traffic alone. A 2023 study of modeled mobile infrastructure in China found that energy use remained relatively high at light traffic and that energy consumption did not simply track traffic load. That finding cautions against treating bytes as physically identical units of marginal energy. It is specific to the study’s Chinese network context and does not establish the energy use of every network—or the battery cost to an individual phone. Read the 2023 mobile-network study.
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Actual phone energy over a visit also includes work that a byte count cannot isolate. The available model inputs and network-level evidence do not quantify the marginal battery impact of loading one 45 KB page on a specific handset. So “cost a phone” is best understood as a warning about what the estimate leaves unresolved, not a measured device-level result.
Why cache state changes the estimate
Data transfer can differ sharply between a first visit and a return visit if resources are cached. Wagtail reports a mobile-emulated first-time page weight of 507 kB and a return-visit weight of 41.9 kB. Its April 2026 disclosure estimates 0.06 gCO2e per page view using SWD v4, with electricity factors of 458.29 gCO2e/kWh for network and user-device operational emissions and 256.54 gCO2e/kWh for operational data-centre emissions. These are Wagtail-specific modeled results, not a general page-size benchmark or a direct phone-energy measurement. See Wagtail’s digital-emissions disclosure.
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The example shows why a page-weight comparison needs a stated visit condition. A cold first load and a cached return load can move different amounts of data, so a result based on one should not be presented as if it describes both.
Does a smaller website use less energy?
A smaller transfer can lower a model’s estimated impact when the other assumptions are held constant, because the model applies energy-per-data averages to the transferred amount. That makes page weight a practical optimization signal. It does not prove that a specific user’s phone consumed proportionally less energy, or that the network’s energy fell by the same proportion.
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Third-party tracking can add transfer, too. A 2023 study using browsing telemetry from 100,000 users and a crawl of 2.7 million websites reported up to 21% more data transmissions associated with third-party tracking, and estimated around 11 Mt of additional annual greenhouse gases. These are the authors’ modeled findings, not a universal current measurement for every site or user. Read the 2023 tracking study.
How to report a page-carbon estimate responsibly
Use a per-byte model as a transparent comparison tool, not as a claim that a particular phone used an exact amount of energy. A useful report lets readers understand the estimate’s boundaries and reproduce the comparison.
Quick Recap
- Name the model and version. State whether the estimate uses SWDM v4 or another method, and identify which system segments and embodied emissions it includes.
- Describe the visit. Record first or return visit, cache behavior, browser, viewport, and the measurement setup.
- State the electricity factor. Identify whether the estimate uses SWDM’s 494 gCO2e/kWh global-average example or a regional/local value, and date the factor where known.
- Label the result accurately. Call it a modeled estimate. Do not describe it as metered phone electricity or battery use unless those were directly measured.
- Keep comparisons like-for-like. Hold method, visit conditions, and grid assumptions constant when comparing pages; otherwise, differences may reflect assumptions rather than page design.
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