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How much electricity do data centres use and can grids cope?

Data centres use a lot of power, but their efficiency has improved sharply, and they may even help grids; a current global total is still missing.

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Covers: This page covers global and regional estimates of data centre electricity consumption, trends driven by cloud computing and AI, and the capacity and reliability challenges for electricity grids. It does not provide investment advice or detailed engineering plans for specific data centres.

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Photo: American Public Power Association

The short answer

Interpretation AI-prepared starting map

Data centres are large, concentrated electricity users whose efficiency has improved markedly over the past two decades, but the evidence base for total consumption is patchy and mostly regional rather than global. The clearest long-run trend is in efficiency: the average Power Usage Effectiveness (PUE) of facilities participating in the European Code of Conduct for Data Centre Energy Efficiency has declined year after year, and the electricity intensity of fixed-line data transmission in developed countries has fallen by roughly half every two years since 2000, reaching about 0.06 kWh/GB in 2015. On the grid side, data centres are increasingly studied not only as a load to be served but as potential providers of ancillary services — the mechanisms grids use to handle short-term variability and failures — with simulations suggesting energy cost reductions of up to 12% for a data centre offering such services with only a small impact on service quality.123

What this rests on6 independent sources
  • Evidence 14
  • Interpretation 5

In brief

  1. Efficiency has improved sharply: European Code of Conduct participants show declining PUE year after year, and fixed-line transmission intensity in developed countries fell by about half every two years since 2000, to roughly 0.06 kWh/GB in 2015.12

    Evidence-backed
  2. Data centres are also water consumers — in the USA about 1.7 billion litres/day, small against 1218 billion litres/day total, but fewer than a third of operators measure it.4

    Evidence-backed
  3. Data centres can act as grid assets, not just loads: simulations show up to 12% energy cost reduction from providing ancillary services with small service-quality impact, and spinning reserve provision on a real northern Italian grid.35

    Evidence-backed
  4. Renewable power trading plus workload consolidation was modelled to cut cloud data centre carbon emissions by 15% versus the existing methodology.6

    Evidence-backed
  5. No source here gives a current global consumption total or a quantified answer to whether grids can absorb AI-driven growth.12

    Interpretation

At a glance

The picture in numbers

Live · updated just now

Simulations using three supercomputing workloads and US grid pricing

12%

12 in every 100

of energy costs a data centre could save by offering grid services3
Modelled against the existing methodology

15%

15 in every 100

of cloud data centre carbon emissions cut by power trading plus workload consolidation6
US data centre water consumption compared with all US water consumption
  • Data centres1.7 billion litres/day
  • All US use1,218 billion litres/day
US water use per day: data centres vs the national total4
In some cases, according to the water paper

57%

57 in every 100

of data centre cooling water that can come from potable water4

The evidence behind it

6 sources
  • Other studies and data6

When it was published

Newest from 2025

20122026
Sources on this page by kind and year
SourceKindYear
Trends in Data Centre Energy Consumption under the European Code of Conduct for Data Centre Energy EfficiencyOther studies and data2017
Data centre water consumptionOther studies and data2021
Electricity Intensity of Internet Data Transmission: Untangling the EstimatesOther studies and data2017
Reducing the environmental impact of cloud data centres achieved through renewable energy sources under power grid energy trading with enhanced VM consolidation techniquesOther studies and data2025
Data centres in the ancillary services marketOther studies and data2012
Smart grid integrated green data centres as ancillary service providersOther studies and data2015

The community around it

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What it means for you

Which fits you?

Pick the situation closest to yours. Each answer says what it rests on.

If you want a single number for global data centre electricity use

the evidence here offers regional and sectoral estimates (European PUE trends, 0.06 kWh/GB transmission intensity for 2015) rather than a global total, so treat any single figure with caution.12

Interpretation

If you operate or procure data centre capacity and care about efficiency

the European Code of Conduct evidence indicates voluntary programmes are associated with declining PUE year after year, suggesting voluntary efficiency approaches can work.1

Evidence-backed

If you are concerned about water as well as power

note that direct cooling can draw up to 57% potable water in some cases and that under a third of operators measure water use, so ask suppliers for measured figures.4

Evidence-backed

If you run a large data centre with flexible workloads

simulations suggest offering ancillary services can cut energy costs by up to 12% with only a small quality-of-service impact, with more savings if you cede more control over short-term consumption.3

Evidence-backed

If you are siting a data centre near renewable generation

modelled results indicate renewable power trading with energy storage, combined with workload consolidation, can cut carbon emissions by 15% versus the existing methodology.6

Evidence-backed

If you are assessing grid reliability impacts

the evidence describes data centres providing spinning reserve and regulation services on a real northern Italian grid in simulation, which is a modelled result rather than an observed deployment.5

Evidence-backed

The full story · 2 chapters

01

How much electricity do data centres use?

AI summary:Regional figures show falling PUE and transmission intensity, plus notable water use, but no agreed global electricity total.

Evidence-backed

Evidence-backed: There is no single agreed global figure in the evidence here. The most concrete numbers are regional and sectoral. In Europe, the analysis of companies in the voluntary Code of Conduct programme found average PUE declining year after year, meaning a growing share of the power drawn goes to computing rather than overheads like cooling. Separately, the electricity intensity of fixed-line data transmission in developed countries was estimated at 0.06 kWh/GB in 2015, having roughly halved every two years since 2000 — a rate of change comparable to efficiency gains in computing generally.12

Evidence-backed

Evidence-backed: Data centres also consume water, both directly for cooling — in some cases 57% of it from potable water — and indirectly through the water needed for non-renewable electricity generation. In the USA, data centre water consumption of 1.7 billion litres/day is small next to total US water consumption of 1218 billion litres/day, but transparency is poor: fewer than a third of operators measure their water consumption, which limits any assessment of water efficiency.4

Interpretation

Interpretation: The efficiency trend and the consumption total pull in opposite directions: falling PUE and falling transmission intensity per gigabyte mean each unit of service uses less power, but they say nothing about whether the number of services, servers and facilities is growing faster. None of the sources here resolves that balance into a current global total.12

Participant opinion · poll

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02

Can grids cope? Demand, flexibility and reliability

AI summary:Simulations suggest data centres can cut costs and supply grid services, though real-world scale remains unproven.

Evidence-backed

Evidence-backed: Grids handle short-term variability in supply and demand, and the impact of power plant or transmission line failures, through ancillary services. Large data centres can participate in these markets: simulations using workload traces from three supercomputing facilities and pricing from a US electrical grid found energy costs reduced by up to 12% with only a small impact on the quality of service, and further reductions for data centres willing to cede more control over short-term energy consumption.3

Evidence-backed

Evidence-backed: A second line of work treats green data centres as ancillary service providers in their own right, including spinning reserve and regulation services. In a simulation of a real grid in northern Italy hosting a data centre owned by Engineering S.p.A., connected to the medium-voltage distribution grid alongside other renewable sources, the analysis examined the spinning reserve the data centre could supply when wind farm production drops.5

Evidence-backed

Evidence-backed: On the supply side, data centres can be powered directly by renewable sources or trade with the grid, storing excess electricity in energy storage devices. One modelled approach combining power trading with workload consolidation reported cutting cloud data centre carbon emissions by 15% compared with the existing methodology.6

Interpretation

Interpretation: Read together, these results suggest the grid question is two-sided: data centres add concentrated demand, but their workloads and on-site resources can also be shifted or offered to the grid. The evidence here is simulation-based and does not establish how much of this flexibility is available in practice, at what scale, or whether it is enough to offset growth in demand.356

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  1. 1
    Trends in Data Centre Energy Consumption under the European Code of Conduct for Data Centre Energy Efficiency
    Energies (Avgerinou et al.)Published Sep 22, 2017Checked Oct 6, 2026
    “There are no recent estimations of the total energy consumption of the European data centre and of their energy efficiency. The aim of this paper is to evaluate, analyse and present the current trends in energy consumption and efficiency in data centres in the European Union using the data submitted by companies participating in the European Code of Conduct for Data Centre Energy Efficiency programme, a voluntary initiative created in 2008 in response to the increasing energy consumption in data centres and the need to reduce the related environmental, economic and energy supply security impacts. The analysis shows that the average Power Usage Effectiveness (PUE) of the facilities participating in the programme is declining year after year. This confirms that voluntary approaches could be effective in addressing climate and energy issue.”
  2. 2
    Electricity Intensity of Internet Data Transmission: Untangling the Estimates
    Journal of Industrial Ecology (Aslan et al.)Published Aug 1, 2017Checked Oct 6, 2026
    “This study identifies representative estimates for the average electricity intensity of fixed-line Internet transmission networks over time and suggests criteria for making accurate estimates in the future. Differences in system boundary, assumptions used, and year to which the data apply significantly affect such estimates. Surprisingly, methodology used is not a major source of error, as has been suggested in the past. This article derives criteria to identify accurate estimates over time and provides a new estimate of 0.06 kWh/GB for 2015. By retroactively applying our criteria to existing studies, we were able to determine that the electricity intensity of data transmission (core and fixed-line access networks) has decreased by half approximately every 2 years since 2000 (for developed countries), a rate of change comparable to that found in the efficiency of computing more generally. Supplementary Information: The online version of this article (doi:10.1111/jiec.12630) contains supplementary material, which is available to authorized users.”
  3. 3
    Data centres in the ancillary services market
    International Green Computing Conference (IGCC) (Aikema et al.)Published Jun 1, 2012Checked Oct 6, 2026
    “Ancillary services are the mechanisms power grids use to address short-term variability in supply and demand as well as the impact of power plant or transmission line failures. Organizations providing such services can earn revenue, or at least reduce their energy costs. This paper explores options for large data centres to reduce costs in this way. Simulation results are presented for a system that models the processing of a workload and the resulting energy use, focusing on the impact of providing specific types of ancillary services. Trace data recording the workload from three supercomputing facilities along with pricing information from a US-based electrical grid are used. Results presented show energy costs reduced by up to 12% with only a small impact on the quality of service provided to users of the data centre. Further reductions in energy costs are shown for data centres willing to cede more control over short-term energy consumption.”
  4. 4
    Data centre water consumption
    npj Clean Water (Mytton)Published Feb 15, 2021Checked Oct 6, 2026
    “To reliably support the online services used by these billions of users, data centres have been built around the world to provide the millions of servers they contain with access to power, cooling and internet connectivity. Whilst the energy consumption of these facilities regularly receives mainstream and academic coverage, analysis of their water consumption is scarce. Data centres consume water directly for cooling, in some cases 57% sourced from potable water, and indirectly through the water requirements of non-renewable electricity generation. Although in the USA, data centre water consumption (1.7 billion litres/day) is small compared to total water consumption (1218 billion litres/day), there are issues of transparency with less than a third of data centre operators measuring water consumption. This paper examines the water consumption of data centres, the measurement of that consumption, highlights the lack of data available to assess water efficiency, and discusses and where the industry is going in attempts to reduce future consumption.”
  5. 5
    Smart grid integrated green data centres as ancillary service providers
    International Conference on Clean Electrical Power (Arnone et al.)Published Jun 1, 2015Checked Oct 6, 2026
    “In this paper a review of Green Data Centres facilities to support smart grids operation is proposed. The paper describes the ancillary services a Green Data Centre can provide both in terms of spinning reserve provision and different regulation services. In the application section, a real electrical grid hosting a data centre is considered. The infrastructure is owned by Engineering S.p.A. and is installed in northern Italy. The system has been considered as connected to the MV distribution grid in presence of other renewable energy sources. The impact of possible power management operations over the considered data centre has been studied by means of a simulation software and the spinning reserve it can supply to the grid in case of wind farm power production reduction has been analysed.”
  6. 6
    Reducing the environmental impact of cloud data centres achieved through renewable energy sources under power grid energy trading with enhanced VM consolidation techniques
    International Journal of Services Economics and Management (Karthikeyan et al.)Published Jan 1, 2025Checked Oct 6, 2026
    “In this article, we focus on the problems of cost-effective green scheduling for cloud data centres through power trading and power grid transactions. Energy utilised to power the data centres can either be self-generated or it can be acquired from a renewable power plant. In order to partially offset the high-energy costs of data centres, they can either be directly powered by renewable energy sources or their excess electricity can be deposited in energy storage devices (ESD). This article is focused on the following two problem statements that have been identified: 1) cutting down on the total amount of energy by carefully organising users' needs, infrastructure, and the application of different types of energy sources; 2) lowering overall carbon discharges through an effective plan for energy use our tryouts prove that our methodology can significantly cut cloud data centres' carbon emissions by 15% compared to the existing methodology.”

How it changed

Published 1 time since Oct 6, 2026.

  1. Version 2Oct 6, 2026Live now

    AI-prepared Starting Map from live research.

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  • What is the current global electricity consumption of data centres, and how much of the growth is attributable to AI versus cloud computing generally?

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