GPU即服务市场－全球产业规模、份额、趋势、机会及预测（依部署模式、企业类型、最终用户、地区及竞争格局划分，2020-2030年预测）

全球GPU即服务市场规模将从2024年的22.5亿美元成长到2030年的113.3亿美元，复合年增长率达30.92%。全球GPU即服务（GPUaaS）市场涵盖基于云端的解决方案，透过互联网按需提供高效能图形处理单元（GPU），从而免去了客户组织前期大量的硬体投资和持续维护成本。推动此市场扩张的主要因素包括：人工智慧、机器学习和深度学习工作负载对高效能运算的需求不断增长，以及云端GPU资源固有的成本效益和可扩展性。

主要市场驱动因素

主要市场挑战

主要市场趋势

目录

第一章：产品概述

第二章：研究方法

第三章：执行概要

第四章：客户之声

第五章：全球GPU即服务市场展望

• 市场规模及预测
  • 按价值
• 市占率及预测
  • 依部署模式（私有GPU云、公有GPU云、混合GPU云）
  • 依企业类型（中小企业、大型企业）
  • 按最终用户分类（医疗保健、银行、金融服务和保险、製造业、IT和电信、汽车、其他）
  • 按地区
  • 按公司（2024 年）
• 市场地图

第六章：北美GPU即服务市场展望

• 市场规模及预测
• 市占率及预测
• 北美洲：国家分析
  • 美国
  • 加拿大
  • 墨西哥

第七章：欧洲GPU即服务市场展望

• 市场规模及预测
• 市占率及预测
• 欧洲：国家分析
  • 德国
  • 法国
  • 英国
  • 义大利
  • 西班牙

第八章：亚太地区GPU即服务市场展望

• 市场规模及预测
• 市占率及预测
• 亚太地区：国家分析
  • 中国
  • 印度
  • 日本
  • 韩国
  • 澳洲

第九章：中东和非洲GPU即服务市场展望

• 市场规模及预测
• 市占率及预测
• 中东和非洲：国家分析
  • 沙乌地阿拉伯
  • 阿联酋
  • 南非

第十章：南美洲GPU即服务市场展望

• 市场规模及预测
• 市占率及预测
• 南美洲：国家分析
  • 巴西
  • 哥伦比亚
  • 阿根廷

第十一章：市场动态

• 司机
• 挑战

第十二章：市场趋势与发展

• 併购（如有）
• 产品发布（如有）
• 最新进展

第十三章：全球GPU即服务市场：SWOT分析

第十四章：波特五力分析

• 产业竞争
• 新进入者的潜力
• 供应商议价能力
• 顾客的力量
• 替代产品的威胁

第十五章：竞争格局

• Arm Holding PLC
• Fujitsu Limited
• Linode LLC
• Amazon Web Services, Inc.
• HCL Technologies Limited
• IBM Corporation
• Nvidia Corporation
• Hewlett Packard Enterprise Development LP
• Oracle Corporation
• Qualcomm Technologies, Inc.

第十六章：策略建议

第17章调查会社について・免责事项

The Global GPU as a Service Market will grow from USD 2.25 Billion in 2024 to USD 11.33 Billion by 2030 at a 30.92% CAGR. The Global GPU as a Service (GPUaaS) market encompasses cloud-based solutions providing on-demand access to high-performance Graphics Processing Units over the internet, thereby eliminating the necessity for substantial upfront hardware investments and ongoing maintenance for client organizations. Main drivers supporting this market's expansion include the escalating demand for high-performance computing to power artificial intelligence, machine learning, and deep learning workloads, coupled with the inherent cost efficiency and scalability offered by cloud-based GPU resources.

Key Market Drivers

The global GPU as a Service market is significantly influenced by the escalating demand for artificial intelligence and machine learning workloads. The intricate computational requirements of training and deploying complex AI models, including large language models and advanced deep learning algorithms, necessitate substantial parallel processing capabilities that traditional CPUs cannot efficiently provide. This growing need is evidenced by the continuous surge in specialized hardware demand. For instance, according to The Wall Street Journal, September 2025, in an article detailing AI infrastructure contracts, OpenAI signed a contract with Oracle to purchase $300 billion worth of computing power over five years.

Key Market Challenges

A notable challenging factor impeding the growth of the Global GPU as a Service market is the persistent concern regarding data security and privacy. Organizations exhibit reluctance to fully leverage GPUaaS solutions, given that these platforms process and store sensitive data within cloud environments. This apprehension stems from potential vulnerabilities like unauthorized access and data breaches, alongside the complexities of adhering to a continually evolving landscape of data protection regulations. The highly confidential nature of information handled by GPU-intensive applications, such as advanced data analytics and deep learning, heightens these security anxieties.

Key Market Trends

The integration of GPU as a Service (GPUaaS) with edge computing architectures represents a strategic trend, shifting high-performance processing closer to data generation points. This approach minimizes latency and optimizes bandwidth, which is critical for real-time artificial intelligence inference in applications such as autonomous systems and industrial Internet of Things. For instance, IBM Consulting is developing AI Integration Services that leverage NVIDIA Blueprints for agentic AI at the edge, as highlighted in an IBM Newsroom article on March 18, 2025, particularly for use cases such as autonomous inspection in manufacturing. This architectural evolution is further supported by widespread network advancements; according to a report published by the 5G Americas in July 2024, North America's 5G adoption reached 32% of all wireless cellular connections, totaling 220 million.

Key Market Players

• Arm Holding PLC
• Fujitsu Limited
• Linode LLC
• Amazon Web Services, Inc.
• HCL Technologies Limited
• IBM Corporation
• Nvidia Corporation
• Hewlett Packard Enterprise Development LP
• Oracle Corporation
• Qualcomm Technologies, Inc.

Report Scope:

In this report, the Global GPU as a Service Market has been segmented into the following categories, in addition to the industry trends which have also been detailed below:

GPU as a Service Market, By Deployment Model:

• Private GPU Cloud
• Public GPU Cloud
• Hybrid GPU Cloud

GPU as a Service Market, By Enterprise Type:

• Small & Medium-sized Enterprises
• Large Enterprises

GPU as a Service Market, By End-User:

• Healthcare
• BFSI
• Manufacturing
• IT & Telecommunication
• Automotive
• Others

GPU as a Service Market, By Region:

• North America
  • United States
  • Canada
  • Mexico
• Europe
  • France
  • United Kingdom
  • Italy
  • Germany
  • Spain
• Asia Pacific
  • China
  • India
  • Japan
  • Australia
  • South Korea
• South America
  • Brazil
  • Argentina
  • Colombia
• Middle East & Africa
  • South Africa
  • Saudi Arabia
  • UAE

Competitive Landscape

Company Profiles: Detailed analysis of the major companies presents in the Global GPU as a Service Market.

Available Customizations:

Global GPU as a Service Market report with the given market data, TechSci Research offers customizations according to a company's specific needs. The following customization options are available for the report:

Company Information

• Detailed analysis and profiling of additional market players (up to five).

Table of Contents

1. Product Overview

• 1.1. Market Definition
• 1.2. Scope of the Market
  • 1.2.1. Markets Covered
  • 1.2.2. Years Considered for Study
  • 1.2.3. Key Market Segmentations

2. Research Methodology

• 2.1. Objective of the Study
• 2.2. Baseline Methodology
• 2.3. Key Industry Partners
• 2.4. Major Association and Secondary Sources
• 2.5. Forecasting Methodology
• 2.6. Data Triangulation & Validation
• 2.7. Assumptions and Limitations

3. Executive Summary

• 3.1. Overview of the Market
• 3.2. Overview of Key Market Segmentations
• 3.3. Overview of Key Market Players
• 3.4. Overview of Key Regions/Countries
• 3.5. Overview of Market Drivers, Challenges, Trends

4. Voice of Customer

5. Global GPU as a Service Market Outlook

• 5.1. Market Size & Forecast
  • 5.1.1. By Value
• 5.2. Market Share & Forecast
  • 5.2.1. By Deployment Model (Private GPU Cloud, Public GPU Cloud, Hybrid GPU Cloud)
  • 5.2.2. By Enterprise Type (Small & Medium-sized Enterprises, Large Enterprises)
  • 5.2.3. By End-User (Healthcare, BFSI, Manufacturing, IT & Telecommunication, Automotive, Others)
  • 5.2.4. By Region
  • 5.2.5. By Company (2024)
• 5.3. Market Map

6. North America GPU as a Service Market Outlook

• 6.1. Market Size & Forecast
  • 6.1.1. By Value
• 6.2. Market Share & Forecast
  • 6.2.1. By Deployment Model
  • 6.2.2. By Enterprise Type
  • 6.2.3. By End-User
  • 6.2.4. By Country
• 6.3. North America: Country Analysis
  • 6.3.1. United States GPU as a Service Market Outlook
    • 6.3.1.1. Market Size & Forecast
      • 6.3.1.1.1. By Value
    • 6.3.1.2. Market Share & Forecast
      • 6.3.1.2.1. By Deployment Model
      • 6.3.1.2.2. By Enterprise Type
      • 6.3.1.2.3. By End-User
  • 6.3.2. Canada GPU as a Service Market Outlook
    • 6.3.2.1. Market Size & Forecast
      • 6.3.2.1.1. By Value
    • 6.3.2.2. Market Share & Forecast
      • 6.3.2.2.1. By Deployment Model
      • 6.3.2.2.2. By Enterprise Type
      • 6.3.2.2.3. By End-User
  • 6.3.3. Mexico GPU as a Service Market Outlook
    • 6.3.3.1. Market Size & Forecast
      • 6.3.3.1.1. By Value
    • 6.3.3.2. Market Share & Forecast
      • 6.3.3.2.1. By Deployment Model
      • 6.3.3.2.2. By Enterprise Type
      • 6.3.3.2.3. By End-User

7. Europe GPU as a Service Market Outlook

• 7.1. Market Size & Forecast
  • 7.1.1. By Value
• 7.2. Market Share & Forecast
  • 7.2.1. By Deployment Model
  • 7.2.2. By Enterprise Type
  • 7.2.3. By End-User
  • 7.2.4. By Country
• 7.3. Europe: Country Analysis
  • 7.3.1. Germany GPU as a Service Market Outlook
    • 7.3.1.1. Market Size & Forecast
      • 7.3.1.1.1. By Value
    • 7.3.1.2. Market Share & Forecast
      • 7.3.1.2.1. By Deployment Model
      • 7.3.1.2.2. By Enterprise Type
      • 7.3.1.2.3. By End-User
  • 7.3.2. France GPU as a Service Market Outlook
    • 7.3.2.1. Market Size & Forecast
      • 7.3.2.1.1. By Value
    • 7.3.2.2. Market Share & Forecast
      • 7.3.2.2.1. By Deployment Model
      • 7.3.2.2.2. By Enterprise Type
      • 7.3.2.2.3. By End-User
  • 7.3.3. United Kingdom GPU as a Service Market Outlook
    • 7.3.3.1. Market Size & Forecast
      • 7.3.3.1.1. By Value
    • 7.3.3.2. Market Share & Forecast
      • 7.3.3.2.1. By Deployment Model
      • 7.3.3.2.2. By Enterprise Type
      • 7.3.3.2.3. By End-User
  • 7.3.4. Italy GPU as a Service Market Outlook
    • 7.3.4.1. Market Size & Forecast
      • 7.3.4.1.1. By Value
    • 7.3.4.2. Market Share & Forecast
      • 7.3.4.2.1. By Deployment Model
      • 7.3.4.2.2. By Enterprise Type
      • 7.3.4.2.3. By End-User
  • 7.3.5. Spain GPU as a Service Market Outlook
    • 7.3.5.1. Market Size & Forecast
      • 7.3.5.1.1. By Value
    • 7.3.5.2. Market Share & Forecast
      • 7.3.5.2.1. By Deployment Model
      • 7.3.5.2.2. By Enterprise Type
      • 7.3.5.2.3. By End-User

8. Asia Pacific GPU as a Service Market Outlook

• 8.1. Market Size & Forecast
  • 8.1.1. By Value
• 8.2. Market Share & Forecast
  • 8.2.1. By Deployment Model
  • 8.2.2. By Enterprise Type
  • 8.2.3. By End-User
  • 8.2.4. By Country
• 8.3. Asia Pacific: Country Analysis
  • 8.3.1. China GPU as a Service Market Outlook
    • 8.3.1.1. Market Size & Forecast
      • 8.3.1.1.1. By Value
    • 8.3.1.2. Market Share & Forecast
      • 8.3.1.2.1. By Deployment Model
      • 8.3.1.2.2. By Enterprise Type
      • 8.3.1.2.3. By End-User
  • 8.3.2. India GPU as a Service Market Outlook
    • 8.3.2.1. Market Size & Forecast
      • 8.3.2.1.1. By Value
    • 8.3.2.2. Market Share & Forecast
      • 8.3.2.2.1. By Deployment Model
      • 8.3.2.2.2. By Enterprise Type
      • 8.3.2.2.3. By End-User
  • 8.3.3. Japan GPU as a Service Market Outlook
    • 8.3.3.1. Market Size & Forecast
      • 8.3.3.1.1. By Value
    • 8.3.3.2. Market Share & Forecast
      • 8.3.3.2.1. By Deployment Model
      • 8.3.3.2.2. By Enterprise Type
      • 8.3.3.2.3. By End-User
  • 8.3.4. South Korea GPU as a Service Market Outlook
    • 8.3.4.1. Market Size & Forecast
      • 8.3.4.1.1. By Value
    • 8.3.4.2. Market Share & Forecast
      • 8.3.4.2.1. By Deployment Model
      • 8.3.4.2.2. By Enterprise Type
      • 8.3.4.2.3. By End-User
  • 8.3.5. Australia GPU as a Service Market Outlook
    • 8.3.5.1. Market Size & Forecast
      • 8.3.5.1.1. By Value
    • 8.3.5.2. Market Share & Forecast
      • 8.3.5.2.1. By Deployment Model
      • 8.3.5.2.2. By Enterprise Type
      • 8.3.5.2.3. By End-User

9. Middle East & Africa GPU as a Service Market Outlook

• 9.1. Market Size & Forecast
  • 9.1.1. By Value
• 9.2. Market Share & Forecast
  • 9.2.1. By Deployment Model
  • 9.2.2. By Enterprise Type
  • 9.2.3. By End-User
  • 9.2.4. By Country
• 9.3. Middle East & Africa: Country Analysis
  • 9.3.1. Saudi Arabia GPU as a Service Market Outlook
    • 9.3.1.1. Market Size & Forecast
      • 9.3.1.1.1. By Value
    • 9.3.1.2. Market Share & Forecast
      • 9.3.1.2.1. By Deployment Model
      • 9.3.1.2.2. By Enterprise Type
      • 9.3.1.2.3. By End-User
  • 9.3.2. UAE GPU as a Service Market Outlook
    • 9.3.2.1. Market Size & Forecast
      • 9.3.2.1.1. By Value
    • 9.3.2.2. Market Share & Forecast
      • 9.3.2.2.1. By Deployment Model
      • 9.3.2.2.2. By Enterprise Type
      • 9.3.2.2.3. By End-User
  • 9.3.3. South Africa GPU as a Service Market Outlook
    • 9.3.3.1. Market Size & Forecast
      • 9.3.3.1.1. By Value
    • 9.3.3.2. Market Share & Forecast
      • 9.3.3.2.1. By Deployment Model
      • 9.3.3.2.2. By Enterprise Type
      • 9.3.3.2.3. By End-User

10. South America GPU as a Service Market Outlook

• 10.1. Market Size & Forecast
  • 10.1.1. By Value
• 10.2. Market Share & Forecast
  • 10.2.1. By Deployment Model
  • 10.2.2. By Enterprise Type
  • 10.2.3. By End-User
  • 10.2.4. By Country
• 10.3. South America: Country Analysis
  • 10.3.1. Brazil GPU as a Service Market Outlook
    • 10.3.1.1. Market Size & Forecast
      • 10.3.1.1.1. By Value
    • 10.3.1.2. Market Share & Forecast
      • 10.3.1.2.1. By Deployment Model
      • 10.3.1.2.2. By Enterprise Type
      • 10.3.1.2.3. By End-User
  • 10.3.2. Colombia GPU as a Service Market Outlook
    • 10.3.2.1. Market Size & Forecast
      • 10.3.2.1.1. By Value
    • 10.3.2.2. Market Share & Forecast
      • 10.3.2.2.1. By Deployment Model
      • 10.3.2.2.2. By Enterprise Type
      • 10.3.2.2.3. By End-User
  • 10.3.3. Argentina GPU as a Service Market Outlook
    • 10.3.3.1. Market Size & Forecast
      • 10.3.3.1.1. By Value
    • 10.3.3.2. Market Share & Forecast
      • 10.3.3.2.1. By Deployment Model
      • 10.3.3.2.2. By Enterprise Type
      • 10.3.3.2.3. By End-User

11. Market Dynamics

• 11.1. Drivers
• 11.2. Challenges

12. Market Trends & Developments

• 12.1. Merger & Acquisition (If Any)
• 12.2. Product Launches (If Any)
• 12.3. Recent Developments

13. Global GPU as a Service Market: SWOT Analysis

14. Porter's Five Forces Analysis

• 14.1. Competition in the Industry
• 14.2. Potential of New Entrants
• 14.3. Power of Suppliers
• 14.4. Power of Customers
• 14.5. Threat of Substitute Products

15. Competitive Landscape

• 15.1. Arm Holding PLC
  • 15.1.1. Business Overview
  • 15.1.2. Products & Services
  • 15.1.3. Recent Developments
  • 15.1.4. Key Personnel
  • 15.1.5. SWOT Analysis
• 15.2. Fujitsu Limited
• 15.3. Linode LLC
• 15.4. Amazon Web Services, Inc.
• 15.5. HCL Technologies Limited
• 15.6. IBM Corporation
• 15.7. Nvidia Corporation
• 15.8. Hewlett Packard Enterprise Development LP
• 15.9. Oracle Corporation
• 15.10. Qualcomm Technologies, Inc.

16. Strategic Recommendations

17. About Us & Disclaimer