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Alibaba group: China's AI Bet Through Cloud Computing Power

Alibaba builds AI infrastructure at scale as cloud revenue accelerates from surging demand.

Updated: Nov 27, 2025
Technology
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Bull & Bear Case

An overview of the main reasons to invest and the key risks involved.

Bull Case

Dominates China’s AI cloud market

Alibaba holds 35.8% market share, and captures majority of China AI spending.

Ecosystem Lock-In Through Models

180k Qwen-based models create network effects that entrench developer loyalty and spending.

Valuation Gap Versus US Peers

Trading at 23.5x versus Amazon's 32.1x despite comparable growth and market dominance.

Bear Case

Chip Restrictions Limit Scale

US export controls block advanced chips, raising costs and slowing enterprise deployment.

Regulatory Uncertainty Persists Domestically

Beijing fines, Pentagon scrutiny, and unpredictable policy shifts create valuation drag.

Competition Intensifies for AI Share

ByteDance, Huawei, and Tencent close the gap, posing risk to pricing power and margins.

Investment Thesis

Overview of buy and sell case of the business.

Why Invest?

Key pieces of information about the business that you need to know about.

Dominates China’s AI cloud market

Alibaba holds 35.8% of China's AI cloud market, more than ByteDance, Huawei, and Tencent combined. Cloud revenue grew 34% year-over-year in Q3 2025, with AI workloads posting triple-digit growth for nine straight quarters. As China's AI cloud market doubles to $7.3 billion in 2025 and grows 26.8% annually through 2030, Alibaba captures the majority of enterprise spending flowing to infrastructure.

Ecosystem Lock-In Through Models

Over 180k AI models built on Qwen now exist on Hugging Face, double the second-place competitor, creating network effects that entrench Alibaba's platform. Qwen's 10 million downloads in week one signal developer adoption at scale. As enterprises deploy AI apps, they choose infrastructure compatible with the most popular models, funneling cloud spending back to Alibaba and making it harder for rivals to gain share.

Valuation Gap Versus US Peers

Alibaba trades at 23.5x 2025 earnings compared to Amazon at 32.1x, despite comparable cloud growth and a dominant position in the world's second-largest economy. The discount reflects regulatory overhang and geopolitical risk, but those fears are priced in while AI infrastructure demand accelerates. If margins expand as cloud mix shifts higher, the valuation gap narrows, offering rerating potential without requiring revenue surprises.

Catalysts

The key events that could drive investment opportunities and shift markets.

Near term

Share Buybacks: Alibaba has $19.1 billion remaining in its buyback authorization through March 2027, after repurchasing $241 million in Q3 2025. If management accelerates the pace to offset dilution and signal confidence in AI investments, it reduces share count and supports valuation as earnings compound.

Medium term
  • Qwen Ecosystem Monetization: With 180k models built on Qwen, Alibaba needs to prove developers using its framework translate into paying cloud customers. As enterprises move from experimentation to production AI deployments, watch for revenue per model to rise and cloud contract sizes to expand, validating the ecosystem lock-in thesis.

  • Custom Chip Production: Alibaba's custom chips for smaller AI models reduce US semiconductor dependence and lower inference costs. If chip production scales through 2026 and powers competitive pricing or margin expansion, the company insulates itself from export controls and improves unit economics, strengthening its moat against foreign and domestic rivals.

Long term

China AI Adoption Wave: The street forecasts China's AI adoption will exceed 30% by 2030, with AI-related spending reaching 1% of annual GDP. As traditional industries digitize and the government pushes AI integration, Alibaba's infrastructure position captures enterprise spending at scale, creating a structural tailwind that compounds for years.

Key Risks

Key pieces of information about the business risks that you need to know about.

Chip Restrictions Limit Scale

US export controls block Alibaba from accessing advanced AI chips, forcing reliance on custom alternatives and smuggled inventory. While the company trains competitive models, chip shortages could constrain deployment at scale, raising inference costs and slowing enterprise adoption. If restrictions tighten further or enforcement improves, Alibaba's ability to meet surging AI demand weakens, handing market share to competitors with better chip access.

Regulatory Uncertainty Persists Domestically

Beijing fined Alibaba $2.78 billion in 2021 for antitrust violations and maintains oversight despite completing a rectification process in 2024. The Pentagon recently suggested adding Alibaba to a list of companies aiding China's military, raising delisting risk and capital flight concerns. Regulatory shifts remain unpredictable in China's civil law system, where penalties lack clear precedent and political priorities can override commercial logic, creating valuation overhang.

Competition Intensifies for AI Share

ByteDance's Volcano Engine holds 14.8% of China's AI cloud market, Huawei Cloud captures 13.1%, and Tencent Cloud takes 7%, all investing heavily to close the gap. ByteDance's Doubao model gained 14.1% enterprise adoption versus Alibaba's Qwen at 17.7%, showing rivals can narrow leads quickly. If Alibaba's $52 billion spending fails to widen its moat, pricing pressure rises and margin expansion stalls, undermining the cloud growth thesis.