Cloud Hyperscalers
Data Center  Demand vs supply & the price of exposure · unit of demand: MW of cloud capacity / GPU-hours
AMZNMSFTGOOGLMETAORCL
V2 · factsJun 2026
Sector scan: Data Centers & Infrastructure + Software & Cloud Group-level demand/supply Updated Jun 2, 2026 Facts only · no recommendation
Snapshot Product Demand Supply The gap The players The price Deep-dive next Sources

Snapshot

Cloud hyperscalers — Amazon (AWS), Microsoft (Azure), Alphabet (Google Cloud), Meta, and Oracle (OCI) — own and operate the largest data center fleets on Earth. Together they spent $384B on capital expenditure in their most recent fiscal years and have guided $740–770B for 2026. The three pure cloud providers (AWS, Azure, GCP) generated $92B of combined cloud revenue in Q1 2026, growing 28–63% year-over-year. Meta does not sell cloud services; it consumes its own infrastructure to serve 3.56 billion daily users and train its Llama AI models. Oracle's cloud infrastructure (OCI) is growing 55–68% year-over-year off a smaller base, with an RPO backlog that ballooned to $553B.

$92B
Combined cloud revenue, Q1 2026 (AWS + Azure IC + GCP)
$384B
Combined capex, most recent fiscal year (5 companies)
$740–770B
Combined 2026 capex guidance (5 companies)
$553B
Oracle RPO (Q3 FY2026, Feb 2026) — +325% YoY
$460B+
Google Cloud backlog (Q1 2026) — nearly doubled QoQ
28%–63%
Cloud revenue YoY growth range across providers, Q1 2026
Combined 2026 capex guidance of ~$750B is roughly double the ~$384B spent in 2025. Nearly all incremental spend targets AI: GPU clusters, liquid-cooled data centers, and the power to run them. Cloud GPU instance rental prices have been rising, not falling. All three pure-cloud providers have stated they are capacity-constrained.

AWS, Alphabet, Meta Q1 2026 earnings releases (Apr 2026); Microsoft FY26 Q1 earnings (Oct 2025); Oracle Q3 FY2026 earnings (Mar 2026); capex guidance from Platformonomics Q1 2026 scoreboard.

The product & how money is made

The product is rented compute, storage, and AI infrastructure. Customers pay to use servers, GPUs, databases, and AI services housed in data centers they do not own. Revenue comes in two forms:

Meta does not sell cloud services externally. Its infrastructure serves its advertising platform (3.56B daily users) and trains/runs its Llama AI models. Revenue is entirely from advertising ($196B in 2025). At $72B of capex in 2025 and $125–145B guided for 2026, it builds at hyperscaler scale with data centers as a cost center, not a revenue segment.

AWS earned $14.2B operating income on $37.6B revenue in Q1 2026 (38% margin). Google Cloud earned $6.6B on $20.0B (33% margin), up from 18% a year earlier. Microsoft's Intelligent Cloud segment operating income grew 27% YoY. Oracle carries $100B+ of debt to fund its buildout while OCI grows 55–68%. Meta's infrastructure spend is absorbed into its 53% company-wide operating margin.

AWS, Alphabet Q1 2026 earnings; Microsoft FY26 Q1 earnings; Oracle Q1–Q3 FY2026 earnings; Meta Q1 2026 and FY2025 earnings.

Demand

Contracted demand (signed, non-cancelable)

CompanyBacklog metricAmountDateYoY change
OracleRPO$553BFeb 2026+325%
Google CloudBacklog$460B+Mar 2026~2× QoQ
AWSNot separately disclosed
MicrosoftNot separately disclosed
MetaN/A (internal consumption)

contracted Oracle's $553B RPO is backed by "four multi-billion-dollar contracts with three different customers" (CEO Safra Catz). Google Cloud's backlog "nearly doubled quarter on quarter to over $460 billion" (CEO Sundar Pichai). AWS and Microsoft do not break out cloud-specific RPO. Microsoft's CFO has stated the company is "capacity-constrained, not demand-constrained."

Demand drivers

Oracle Q3 FY2026 and Q1 FY2026 earnings; Alphabet Q1 2026 earnings call; Microsoft FY26 Q1 earnings; Synergy Research via CRN (Q1 2026 cloud market); Holori cloud market analysis 2026.

Supply

Capacity: what exists and what is being built

Bottlenecks

Synergy Research (Q3 2025 hyperscale count); Data Center Knowledge hyperscaler 2026 survey; datacenters.com 2026 project tracker.

The gap

MeasureDemand signalSupply signal
Cloud revenue growth (Q1 2026)AWS +28%, GCP +63%, Azure +40%All three report capacity constraints
Contracted backlogsOracle $553B, Google $460B+Multi-year delivery timelines (2027–2031)
Capex ramp (2025 → 2026 guidance)$740–770B guided spendPower, transformers, labor limit deployment speed
GPU instance availabilityWaitlists across providersNVIDIA allocation + data center energization
GPU rental pricing directionPrices rising, not fallingH100 rental: $1.49–$6.98/hr across 15+ providers
Hyperscale DC pipeline770 facilities in planning/construction36+ projects ($162B) blocked/delayed mid-2025

When could the gap close? The bottleneck is shifting from chips to powered, energized data center capacity. Grid interconnection timelines of 3–5 years put meaningful supply relief at 2028+. Inference demand scales with users and model capability, so the demand side is open-ended.

CRN Q1 2026 cloud earnings face-off; Oracle Q3 FY2026 earnings; Alphabet Q1 2026 earnings call; intuitionlabs.ai H100 pricing comparison; Data Center Knowledge 2026.

The players

TickerCloud segmentCloud rev (latest Q, ann.)Cloud growth (YoY)Cloud op. margin2026 capex guidanceMarket cap
AMZNAWS$150B28%38%~$200B est.$2.29T
MSFTIntelligent Cloud (Azure)$139B28% (Azure 40%)~39% est.~$190B est.$3.00T
GOOGLGoogle Cloud (GCP)$80B63%33%$175–185B$3.74T
METAInternal (no cloud sales)N/AN/AN/A$125–145B$1.65T
ORCLOCI + Cloud Apps$36B44% (OCI 55–68%)~29% est.~$50B est.$0.70T

Cloud rev annualized = latest quarter × 4. AMZN: Q1 2026 $37.6B × 4. MSFT: FY26 Q1 $34.7B × 4. GOOGL: Q1 2026 $20.0B × 4. ORCL: Q3 FY26 $8.9B × 4. Market caps from stockanalysis.com / westmountfundamentals.com (late May 2026). Op margins from segment filings.

Key differences

The price of exposure

TickerPriceMarket capP/E (trailing)TTM net incomeCloud as % of revenue2026E capex / mkt cap
AMZN$213$2.29T~30×$77.7B (FY2025)~21% (AWS)8.7%
MSFT$404$3.00T~25×$101B (FY2025)~51% (IC)6.3%
GOOGL$309$3.74T~29×~$130B (CY2025) est.~15% (GCP)4.8%
META$652$1.65T~28×$60.5B (CY2025)0% (internal)8.2%
ORCL$245$0.70T~57×$12.4B (FY2025)~43% (cloud)7.1%

Dilution: All five have modest dilution (1–2% annually from stock compensation). Oracle raised $30B in bonds and mandatory convertible preferred stock in FY2026 to fund its buildout; total debt exceeds $100B.

Revenue mix: AMZN and GOOGL are primarily advertising/e-commerce businesses where cloud is 21% and 15% of total revenue respectively. MSFT has the highest cloud concentration (51%). META has zero cloud revenue — it is an advertising business spending at hyperscaler scale. ORCL has the most aggressive revenue targets ($67B → $144B over five years) and the most debt.

Capex intensity: All five are spending 5–9% of their market cap on capex in 2026, roughly 3–5× the capex intensity of a typical S&P 500 company. est.

Prices and market caps from stockanalysis.com, westmountfundamentals.com (late May 2026). P/E from trailing net income per filings. Capex guidance per company earnings releases and Platformonomics. Amazon FY2025 net income includes $16.8B Anthropic gains.

What to deep-dive next

Sources & confidence

Confidence notes: Company financials are from primary earnings releases and SEC filings. Cloud backlog figures (Oracle RPO, Google Cloud backlog) are directly from earnings releases. Market share percentages are from Synergy Research. GPU pricing trends and GPU-as-a-Service growth rates are from industry commentary and are directional, not verified from primary sources — marked est. throughout. Capex guidance is from company earnings calls and may be revised. Fiscal year-ends: Microsoft June (FY2025 = Jul 2024–Jun 2025); Oracle May (FY2025 = Jun 2024–May 2025); others calendar year. Meta FY2025 net income of $60.5B reflects a one-time tax impact from the One Big Beautiful Bill Act (effective tax rate 30% vs. normalized ~13%). Alphabet CY2025 net income of ~$130B is annualized from reported quarters. est.