AWS/Google Cloud Incremental Revenue per GW Capacity Reaches $11-140 Billion, Google Cloud Has Greatest Growth Potential in 2027

Overview

This research report is based on a bottom-up capital expenditure model, calculating the revenue potential corresponding to future capacity expansion for AWS and Google Cloud. By building a cost/GW framework for 9 generations of chips (NVIDIA and custom chips) combined with chip/rack allocation ratios for each cloud provider, it predicts 14/20GW hyperscale capacity will be added in 2026/2027, of which 6-8GW will be used for public cloud business. Current model shows AWS/Google Cloud incremental revenue per GW capacity reaches $14 billion/$11 billion respectively, and Google Cloud 2027 revenue forecast has the greatest upside revision space.

Core views

Core conclusions contain two points: 1. Cloud provider revenue forecasts are reasonable but conservative: - Current model forecasts AWS/Google Cloud 2026 revenue growth rates of 35%/77%, improving to 36%/86% in 2027. Calculation of $110-140 billion incremental revenue per GW is lower than the $200 billion/GW level in industry negotiations, showing forecasts have a safety margin. - New cloud providers (such as CRWV, NBIS) currently achieve $10 billion/unit revenue through bare-metal GPU leasing, whereas hyperscale cloud providers have higher software service premiums, further supporting model conservatism. 2. Google Cloud has the greatest upside potential: - Current calculation shows Google Cloud revenue per GW declines from $15 billion in 2025 to $11 billion in 2027, mainly due to TPU accounting treatment (excluding external TPU sales). If actual capacity release exceeds expectations, combined with enhanced generative AI leadership, it may trigger valuation expansion and earnings revisions, pushing target price from $425 up to $460. - Valuation model shows GOOGL 2027 bull case corresponds to 28x P/E (EPS $16.5), with 1% premium over base scenario.

Analysis framework

The research report adopts a three-layer analysis framework: 1. Capacity Calculation: - Build cost/GW model for 9 generations of chips - Allocate chip/rack resources among cloud providers - Predict new capacity scale for 2026/2027 2. Revenue Validation: - Associate capacity increments with revenue growth slope - Analyze the rhythm of back-to-back workflow conversion into P&L - Compare new cloud provider revenue/unit data 3. Valuation Mapping: - DCF model uses 8% WACC and 3% perpetual growth rate - Consider EBITDA multiple and P/E linkage - Quantify probability distribution of Bull/Base/Bear scenarios

Methodology notes

• Industry/Industrial Analysis FrameworkSupply and Demand Framework

  Measure capacity supply via capital expenditure model, validate demand release rhythm via revenue/GW

  The report converts capital expenditure into quantifiable GW capacity increments, then links them with revenue growth slopes to form a supply-demand matching validation system. For example, 20GW of new capacity in 2027 needs to correspond to $11-140 billion/GW revenue to support the current forecasted 86% growth rate.

• Valuation MethodDCF Cash Flow Discounting

  Pricing combines discounted cash flow model and EBITDA multiple

  When valuing Alphabet using DCF, EBITDA multiples are used simultaneously as anchors. For example, in the bull case, 2027 EBITDA is $348.2 billion, corresponding to 14.6x EV/EBITDA, deriving $506.6 billion enterprise value.

• Quantitative/Factor/Portfolio TheoryRisk-Return Probability Distribution

  Option implied probability distribution

  Derive future stock price distribution via options market data; for instance, calculation for AMZN shows 9.1% probability of breaking above $400 and 23.6% probability of dropping below $210, forming a probability-weighted forecast interval.

Asset mapping & comparison

Structured mapping from thesis to named assets (strengths, weaknesses, peers, risks).

• Alphabet (GOOGL.O)

  Google Cloud capacity release and GenAI leadership

  Strengths

  AI platform innovation enhances advertising and YouTube monetization capabilities

  Weaknesses

  TPU accounting treatment impacts revenue/GW calculation

  Comparison

  Compared to AWS's 36% growth, Google Cloud's 86% growth has the greatest upside revision space

  Risks

  Demand side release progress fails to meet expectations, TPU external sales not included in model

• Amazon.com (AMZN.O)

  AWS public cloud capacity expansion

  Strengths

  High-margin business supports investment, Prime membership growth strengthens cash flow

  Weaknesses

  Capex cycle extension may suppress profit margins

  Comparison

  Current revenue per GW is $14 billion, 2027 growth rate 36% relatively conservative

  Risks

  Intensified cloud computing competition leads to price wars

• Meta Platforms (META.O)

  Data center investment and AI-driven advertising efficiency improvement

  Strengths

  Reels monetization and AI investment bring triple option value

  Weaknesses

  Reality Labs losses continue to exist

  Comparison

  2027 EPS forecast $16.46, PE multiple 28x

  Risks

  Regulatory limits on advertising targeting precision

Key data

• 2027 New Capacity Addition20GW42.8% growth vs 2026's 14GW year-over-year
• Revenue per GW Capacity (AWS/GCP)$110-140 BillionReaches $200 billion/GW in industry negotiations, indicating forecast has upside revision space
• Google Cloud Growth Forecast86% y/ySignificantly higher than AWS's 36%, and 2025 actual data already validates model reliability
• GOOGL Bull Case Target Price$460Corresponds to 28x 2027 EPS, previously adjusted up 9%

Impact & implications

The report believes cloud provider capacity expansion and GenAI leadership will reshape valuation logic: - Accelerated Google Cloud growth may drive EV/EBITDA up from benchmark 14x to 16x - AWS stable profit margin expansion (current 29x P/E corresponding to 1.1x PEG) shows high-margin business sustainability - META improves efficiency and AI investment, ad revenue forecast grows 28% in 2026, Reels monetization gap narrows - Risk warning notes unexpected capex spending and macro volatility may impact short-term valuation fluctuations

Risks

• TPU accounting treatment differences lead to deviations in Google Cloud revenue/GW calculation
• Capacity release progress slower than expected impacts revenue conversion slope
• Generative AI competition leads to unexpectedly high profit pressure
• Macroeconomic fluctuations affect ad spend (especially META)

What to watch

• Actual capacity release volume for 2027 AWS/Google Cloud
• GW revenue realization of new cloud providers (such as CRWV)
• Scale of TPU external sales and accounting treatment methods
• Actual improvement effect of AI investment on Reels monetization rate