AI Infrastructure 2026: Data-Center Energy, Compute & Spending

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AI Infrastructure 2026

Data-center energy, compute and spending — the most important primary-sourced AI infrastructure statistics for 2026. Every figure is linked to its primary source and dated.

By The AI Index · Updated July 2026 · 6 min read · 10 sourced figures

415 TWh
Data-center electricity, 2024
IEA
945 TWh
Projected by 2030 (~3% global)
IEA
30%
Annual AI-server electricity growth
IEA
$497B
AI infrastructure spend, 2026
IDC

Key takeaways

  • Data centers used about 415 TWh in 2024 — roughly 1.5% of global electricity — rising to an estimated 485 TWh in 2025 and set to roughly double to ~945 TWh by 2030. (IEA)
  • Electricity for AI-accelerated servers is growing about 30% a year, versus ~9% for conventional servers. (IEA)
  • Gartner expects data-center electricity demand to grow 26% in 2026 and more than double by 2030; US demand is projected to rise ~130%. (Gartner / IEA)
  • IDC forecasts AI infrastructure spending of $497B in 2026 (~56% YoY), exceeding $1 trillion by 2029. (IDC)

Data-center electricity demand

The IEA’s Energy and AI analysis puts global data-center electricity at roughly 415 TWh in 2024 — about 1.5% of the global total — rising to an estimated 485 TWh in 2025 (up ~17%, with electricity for AI-focused data centers surging ~50%), and projects it will reach around 945 TWh by 2030 in its base case, just under 3% of global electricity, climbing toward 1,200 TWh by 2035 (IEA). Data-center electricity use has grown ~12% per year over the last five years; AI is the driver, with AI-accelerated servers projected to grow ~30% annually versus ~9% for conventional servers.

Year Data-center electricity (TWh)
2024 415
2025 485
2030 945
2035 1,200

Global data-center electricity (TWh), 2024–2035 · Source: IEA, Energy and AI

The US grid strain

The pressure is concentrated where data centers cluster. The IEA estimates US data-center energy demand will rise about 130% by 2030; Lawrence Berkeley National Laboratory projects US data-center electricity climbing from 176 TWh in 2023 to a range of 325–580 TWh by 2028. Gartner separately forecasts global data-center electricity demand growing 26% in 2026 and reaching over 1,200 TWh by 2030 (Gartner).

Infrastructure investment

The buildout is enormously capital-intensive. IDC forecasts AI infrastructure spending of about $497 billion in 2026 (~56% YoY), exceeding $1 trillion by 2029 (IDC). For the full capital picture — venture funding, valuations, and hyperscaler capex — see our AI Investment & Funding Statistics 2026.

“AI-server electricity is growing ~30% a year — the demand curve behind a trillion-dollar infrastructure buildout.”

The numbers in full

Metric Figure Source
Data-center electricity (2024) ~415 TWh (~1.5%) IEA
Data-center electricity (2025) ~485 TWh (~17% YoY) IEA
Projected (2030, base case) ~945 TWh (~3%) IEA
Projected (2035) ~1,200 TWh IEA
AI-accelerated server growth ~30% / year IEA
Conventional server growth ~9% / year IEA
5-year historical growth ~12% / year IEA
US data-center demand by 2030 +130% IEA
AI infrastructure spend (2026) $497B (~56% YoY) IDC

Figures reflect each source’s latest release.

Frequently asked

How much electricity do data centers use?
About 415 TWh in 2024 — roughly 1.5% of global electricity, and an estimated 485 TWh in 2025 — per the IEA, growing around 12% per year over the past five years. (IEA)

How much will AI data-center energy grow?
The IEA projects global data-center electricity will roughly double to ~945 TWh by 2030 (just under 3% of global power), with AI-accelerated servers growing ~30% per year. (IEA)

How much is being spent on AI infrastructure?
IDC forecasts AI infrastructure spending of roughly $497 billion in 2026 (~56% YoY growth), rising above $1 trillion by 2029. (IDC)

Primary sources

• IEA — Energy and AI, 2025 (data-center electricity · AI-server growth) — iea.org
• Gartner — data-center forecast, Jun 2026 (26% in 2026 · 1,200+ TWh by 2030) — gartner.com
• IDC — AI Infrastructure Spending, 2026 ($497B 2026 · >$1T by 2029) — idc.com
The AI Index (2026). AI Infrastructure 2026: Data-Center Energy, Compute & Spending. Retrieved July 2026, from report-ai.org/indexes/technical-benchmarks/ai-infrastructure-compute-statistics-2026/