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Where does this figure come from?Electricity20 October 2026

"By 2030, AI will consume as much as Japan"

Guillaume PakulaClément ReynaudSébastien PierfedericiAlexandre Veilly By Projet Celsius
Published on 20 October 2026 · 2 min read
An electrical substation in the foreground, with its gantries and lines, in front of the buildings of a Google data centre

The comparison comes from the International Energy Agency. It is correct, with 2 caveats: it covers all data centres, not AI alone, and it is one scenario among several.

Contents
1.

Where the figure comes from

In April 2025, the IEA published "Energy and AI": in its reference scenario, the world's data centres would consume 945 TWh in 2030, a little more than Japan today. Its April 2026 update confirms the trajectory, with 485 TWh in 2025 and a range of 833 to 1,008 TWh for 2030 depending on the scenario.

AI Impact, by Projet CelsiusElectricity

Data centre electricity

Global electricity consumption, by region, in terawatt-hours a year · 2024 (estimate) and 2030 (reference scenario)

02505007501,000TWh per year451 TWhFrancemainland France, 2025United States+240 TWhChina+175 TWhEurope+45 TWhRest of the world+70 TWh415 TWh945 TWh2024estimate2030baseline scenarioby region, yearsin between not publishednearly 80%of the increasein the United States and inChina× 2.3 in 6 yearsin 2030, about 2 times theconsumption of France

Source: IEA, Energy and AI, April 2025, rounded values · projetcelsius.com/en/ai · CC BY 4.0

2.

What the figure counts

The 945 TWh cover all data centres, excluding cryptocurrencies: cloud, storage, online services, and AI. AI-specialised centres, those that line up GPU servers to train and run models, increased their consumption by 50% in 2025; the IEA expects them to reach about 465 TWh in 2030, half of the total.

3.

The other projections

The Shift Project projects 1,500 TWh for all data centres, cryptocurrencies included, by extrapolating capacity announcements. GreenIT projects 1,169 TWh for AI alone, assuming servers in continuous use at 69%. The IEA, for its part, applies a completion rate to announced projects, as well as efficiency gains.

AI Impact, by Projet CelsiusElectricity

Data centre electricity consumption in 2030, according to 3 studies

Electricity consumption of data centres in 2030, in TWh per year, projection published by each study · 2023 to 2030

05001,0001,500TWh per year, in 2030IEAall data centres,excluding cryptocurrencies945 TWhrange: 833 to 1,008The Shift Projectdata centres andcryptocurrencies1,250 to 1,500 TWhrange, no central value1.3 to 1.6 timesthe Shift Project also counts cryptocurrenciesGreenITthe AI server fleet1,169 TWhAI alone (GreenIT) aboveall data centres (IEA)servers assumed to run at 69% all yearIn 2025: 485 TWha little more than France

Source: IEA, 2026; The Shift Project, 2025; GreenIT, 2026 · projetcelsius.com/en/ai · CC BY 4.0

4.

At global scale and at national scale

Set against the 33,600 TWh of global demand expected in 2030, the 945 TWh make up 2.8%. Their increase, about 460 TWh, represents less than 10% of the global rise in electricity demand, less than air conditioning or electric cars. The pressure lies elsewhere: in Ireland, data centres already use 23% of the country's electricity.

AI Impact, by Projet CelsiusElectricity

Data centres' share of electricity

Share of national electricity consumption, latest published year · 2023 to 2025, depending on the country

Ireland, 202523%
↑15 times the world averageelectricity measured at the meter
Netherlands, 20244.6%
United States, 20234.4%
World, 20241.5%
France, 2024about 1%

Source: CSO; CBS; LBNL; IEA; RTE, Projet Celsius calculation · projetcelsius.com/en/ai · CC BY 4.0

Point to note

To cite this figure correctly: "data centres, all uses, would consume about 945 TWh in 2030 according to the IEA's reference scenario".

Guillaume PakulaClément ReynaudSébastien PierfedericiAlexandre Veilly
By Projet CelsiusAI Impact, Projet Celsius · 20 October 2026
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Sources

6 documents

Every figure was read in its source; the hub's methodology is described in Methodology and sources.

Cite this analysis

AI Impact, Projet Celsius, "By 2030, AI will consume as much as Japan", 20 October 2026. https://projetcelsius.com/en/ai/analyses/ai-as-much-as-japan-by-2030/

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An error, a source to add, a methodology question, a press request: write to us. Guillaume Pakula, Clément Reynaud, Sébastien Pierfederici and Alexandre Veilly will reply.

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