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GPU as a Service Market by Service Model (IaaS, PaaS), GPU Type (High-end GPUs, Mid-range GPUs, Low-end GPUs), Deployment (Public Cloud, Private Cloud, Hybrid Cloud), Enterprise Type (Large Enterprises, SMEs) - Global Forecast to 2030

出版商 MarketsandMarkets產業別 Electronics & Semiconductor出版日期 2025-03-27頁數 282報告編號 SE9304

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報告摘要

The GPU as a Service market is expected to be worth USD 8.21 billion in 2025 and is estimated to reach USD 26.62 billion by 2030, growing at a CAGR of 26.5% between 2025 and 2030. The growth of the GPU as a Service market is driven by increasing demand for high-performance GPUs in video rendering, 3D content creation, and real-time applications. Industries like gaming, film production, and architecture require scalable and cost-effective GPU solutions for complex visual effects (VFX) and simulations. GPUaaS eliminates the need for expensive on-premises GPU clusters, providing on-demand access to cloud resources. Additionally, the rise of real-time rendering engines like Unreal Engine 5 and AI-driven content generation further accelerates market growth, enabling immersive virtual experiences and reducing production timelines for studios, developers, and content creators. “High-end GPU segment to have highest CAGR in the forecasted timeline.” The high-end GPU segment will witness a rapid growth in the GPU as a Service market driven by increasing requirement for accelerated computation in AI, ML, and complicated simulations. High-end GPUs like NVIDIA's H100 Tensor Core GPUs and AMD's Instinct MI300X provide immense computing capabilities making them suitable to train large language models (LLMs) and generative AI applications. For example, Amazon Web Services (AWS) provides EC2 UltraClusters with NVIDIA H100 GPUs to support trillion-parameter AI models. Similarly, Microsoft Azure and Google Cloud integrate high-end GPUs to provide scalable AI infrastructure for enterprises.The film and gaming industries are also contributing to this growth, using high-end GPUs for real-time rendering, special effects (VFX), and immersive virtual experiences. Platforms such as Epic Games' Unreal Engine 5 utilize GPUaaS for photorealistic virtual productions. Also, sectors such as healthcare and scientific research utilize GPUaaS for drug discovery and medical imaging analysis. With increased adoption of AI across industries, businesses opt for high-end GPUs to address growing computational needs. The flexible pay-as-you-go cloud model provides greater access to such powerful assets, further increasing the growth of the high-end GPU segment. ”By Enterprise Type- Large Enterprises segment will hold largest market share of GPU as a Service market in 2030” The large enterprise segment will hold the highest market share within the GPU as a Service market given their high computing requirements and widespread AI deployment. Multinational conglomerates, Fortune 500 firms and industry titans from sectors such as healthcare, finance, automotive, and media utilize GPUaaS for AI applications such as medical imaging, drug discovery, fraud detection, and real-time analytics to a large extent. The need for scalable GPU resources to manage complex workloads, including large language model (LLM) training and algorithmic trading, drives this growth. Cloud service providers offer tailored solutions with dedicated GPU clusters, high-bandwidth networking, and enterprise-grade security to meet the customization needs of large enterprises. In addition, the scalability of multi-cloud and hybrid cloud deployments allows companies to optimize costs while ensuring low latency and high availability. Enterprises benefit from long-term contracts, constructing predictable GPU usage costs and gaining access to the latest GPU technology. Industries with mission-critical applications often allocate dedicated GPU resources for activities such as autonomous car development and financial modeling. With increasing AI adoption and rising dependence on data-driven decisions, the large corporations will continue to rule the GPUaaS market, leveraging its flexibility and cost-effectiveness for scalable computing. “Asia Pacific is expected to hold high CAGR in during the forecast period.” Asia Pacific is expected to grow significantly in the GPU as a Service market as a result of accelerating growth in cloud computing, rising adoption of AI, and heavy investments in data center infrastructure. The growth is being led by China, Japan, South Korea, and India through government initiatives, private investment, and technological innovations. For instance, In May 2023, the Chinese government made plans to construct AI industrial bases, driving AI research. Moreover, policies such as the Shenzhen AI Regulation support AI adoption by pushing public data sharing and corporate innovation. Japan is seeing huge investments in AI infrastructure. Microsoft invested USD 2.9 billion in Japan's cloud and AI infrastructure in April 2024, and Oracle pledged USD 8 billion to build cloud data centers. These projects give businesses access to scalable GPU capacity for AI applications. India is also moving ahead with GPUaaS adoption with its IndiaAI initiative. In March 2024, the Indian government sanctioned USD 124 billion in investments to deploy more than 10,000 GPUs, enabling AI research and startups. These strategic investments and efforts make Asia Pacific a high-growth region in the GPUaaS market. Extensive primary interviews were conducted with key industry experts in the GPU as a Service market space to determine and verify the market size for various segments and subsegments gathered through secondary research. The break-up of primary participants for the report has been shown below: The study contains insights from various industry experts, from component suppliers to Tier 1 companies and OEMs. The break-up of the primaries is as follows: • By Company Type: Tier 1 – 60%, Tier 2 – 20%, and Tier 3 – 20% • By Designation: Managers – 50%, Directors – 20%, and Others – 30% • By Region: North America – 40%, Europe – 10%, Asia Pacific – 30%, and RoW – 20% The report profiles key players in the GPU as a Service market with their respective market ranking analysis. Prominent players profiled in this report are Amazon web Servies, Inc. (US), Microsoft (US), Google (US), Oracle (US), IBM (US), Coreweave (US), Alibaba Cloud (China), Lambda (US), Tencent Cloud (China), Jarvislabs.ai (India), among others. Apart from this, Fluidstack (UK), OVH SAS (France), E2E Networks Limited (India), RunPod (US), ScaleMatrix Holdings, Inc. (US), Vast.ai (US), AceCloud (India), Snowcell (Norway), Linode LLC. (US), Yotta Infrastructure (India), VULTR (US), DigitalOcean, LLC. (US), Rackspace Technology (US), Gcore (Luxembourg), and Nebius B.V. (Amsterdam), are among a few emerging companies in the GPU as a Service market. Research Coverage: This research report categorizes the GPU as a Service market based on service model, GPU type, business model, deployment, enterprise type, application, and region. The report describes the major drivers, restraints, challenges, and opportunities pertaining to the GPU as a Service market and forecasts the same till 2030. Apart from these, the report also consists of leadership mapping and analysis of all the companies included in the GPU as a Service ecosystem. Key Benefits of Buying the Report The report will help the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall GPU as a Service market and the subsegments. This report will help stakeholders understand the competitive landscape and gain more insights to position their businesses better and plan suitable go-to-market strategies. The report also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities. The report provides insights on the following pointers: • Analysis of key drivers (growing demand for cloud-based AI and ML workloads fueling the growth of the GPUaaS market, Increasing need for cost-effective GPU solutions for enterprises, and growing adoption of GPUaaS in gaming and virtualization) influencing the growth of the GPU as a Service market. • Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the GPU as a Service market. • Market Development: Comprehensive information about lucrative markets – the report analysis the GPU as a Service market across varied regions • Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the GPU as a Service market • Competitive Assessment: In-depth assessment of market shares, growth strategies, and service offerings of leading players like Amazon web Servies, Inc. (US), Microsoft (US), Google (US), Oracle (US), IBM (US), among others in the GPU as a Service market.
目錄 Table of Contents
1 INTRODUCTION 27 1.1 STUDY OBJECTIVES 27 1.2 MARKET DEFINITION 27 1.3 STUDY SCOPE 28 1.3.1 MARKETS COVERED AND REGIONAL SCOPE 28 1.3.2 INCLUSIONS AND EXCLUSIONS 29 1.3.3 YEARS CONSIDERED 30 1.4 CURRENCY CONSIDERED 30 1.5 LIMITATIONS 30 1.6 STAKEHOLDERS 31 2 RESEARCH METHODOLOGY 32 2.1 RESEARCH DATA 32 2.1.1 SECONDARY AND PRIMARY RESEARCH 33 2.1.2 SECONDARY DATA 33 2.1.2.1 List of key secondary sources 34 2.1.2.2 Key data from secondary sources 34 2.1.3 PRIMARY DATA 34 2.1.3.1 List of primary interview participants 35 2.1.3.2 Breakdown of primaries 35 2.1.3.3 Key data from primary sources 36 2.1.3.4 Key industry insights 37 2.2 MARKET SIZE ESTIMATION METHODOLOGY 38 2.2.1 TOP-DOWN APPROACH 39 2.2.1.1 Approach to arrive at market size using top-down analysis (supply side) 39 2.2.2 BOTTOM-UP APPROACH 40 2.2.2.1 Approach to arrive at market size using bottom-up analysis (demand side) 40 2.3 MARKET BREAKDOWN AND DATA TRIANGULATION 41 2.4 RESEARCH ASSUMPTIONS 42 2.5 RESEARCH LIMITATIONS 42 2.6 RISK ANALYSIS 43 3 EXECUTIVE SUMMARY 44   4 PREMIUM INSIGHTS 48 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN GPU AS A SERVICE MARKET 48 4.2 GPU AS A SERVICE MARKET, BY GPU TYPE 48 4.3 GPU AS A SERVICE MARKET, BY ENTERPRISE TYPE 49 4.4 GPU AS A SERVICE MARKET, BY APPLICATION 49 4.5 GPU AS A SERVICE MARKET IN ASIA PACIFIC, BY APPLICATION AND COUNTRY 50 4.6 GPU AS A SERVICE MARKET, BY COUNTRY 50 5 MARKET OVERVIEW 51 5.1 INTRODUCTION 51 5.2 MARKET DYNAMICS 51 5.2.1 DRIVERS 52 5.2.1.1 Surging use of cloud-powered AI, ML, and DL frameworks 52 5.2.1.2 Increasing need for budget-friendly yet high-performance GPU solutions from enterprises 53 5.2.1.3 Growing deployment of GPU as a service model in gaming and virtualization applications 54 5.2.2 RESTRAINTS 55 5.2.2.1 Supply chain bottlenecks and AI demand dynamics 55 5.2.3 OPPORTUNITIES 56 5.2.3.1 Revolutionizing media production workflows 56 5.2.3.2 Increasing investments in AI infrastructure by cloud service providers 57 5.2.3.3 Rise of pure-play GPU companies 57 5.2.4 CHALLENGES 58 5.2.4.1 Managing high power consumption and cooling needs in cloud GPUs 58 5.2.4.2 Confronting security, performance, and scalability challenges in multi-tenant environments 58 5.3 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 59 5.4 PRICING ANALYSIS 59 5.4.1 INDICATIVE PRICING OF GPU TYPES, BY KEY PLAYER, 2024 60 5.4.2 INDICATIVE PRICING OF GPU TYPES, 2024 60 5.4.3 AVERAGE SELLING PRICE TREND OF HIGH-END GPUS, BY REGION, 2021–2024 61 5.4.4 AVERAGE SELLING PRICE TREND OF MID-RANGE GPUS, BY REGION, 2021–2024 62 5.4.5 AVERAGE SELLING PRICE TREND OF ENTRY-LEVEL GPU TYPE, BY REGION, 2021–2024 63 5.5 VALUE CHAIN ANALYSIS 64 5.6 ECOSYSTEM ANALYSIS 65 5.7 TECHNOLOGY ANALYSIS 67 5.7.1 KEY TECHNOLOGIES 67 5.7.1.1 Cloud infrastructure and virtualization 67 5.7.1.2 Containerization and orchestration 67 5.7.2 COMPLEMENTARY TECHNOLOGIES 68 5.7.2.1 High-bandwidth memory (HBM3/E) 68 5.7.3 ADJACENT TECHNOLOGIES 68 5.7.3.1 High-performance computing (HPC) 68 5.8 PATENT ANALYSIS 69 5.9 TRADE ANALYSIS 72 5.9.1 IMPORT DATA (HS CODE 847330) 72 5.9.2 EXPORT DATA (HS CODE 847330) 74 5.10 KEY CONFERENCES AND EVENTS, 2025–2026 75 5.11 CASE STUDY ANALYSIS 76 5.11.1 NEARMAP REDUCES COMPUTING COST AND INCREASES DATA PROCESSING CAPACITY USING AMAZON EC2 G4 INSTANCES 76 5.11.2 SOLUNA DEPLOYS AARNA.ML’S GPU CLOUD MANAGEMENT SOFTWARE TO BOOST ITS MARKETPLACE REACH 76 5.11.3 COMPUTER VISION TECHNOLOGY COMPANY INCREASES GPU UTILIZATION TO IMPROVE PRODUCTIVITY AND REDUCE DL TRAINING TIME 77 5.11.4 EPFL OPTIMIZES AI INFRASTRUCTURE TO PRIORITIZE WORKLOAD DEMANDS USING RUN:AI’S GPU ORCHESTRATION PLATFORM 77 5.12 INVESTMENT AND FUNDING SCENARIO 78 5.13 REGULATORY LANDSCAPE 78 5.13.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 79 5.13.2 STANDARDS 83 5.14 PORTER'S FIVE FORCES ANALYSIS 85 5.14.1 THREAT OF NEW ENTRANTS 86 5.14.2 THREAT OF SUBSTITUTES 86 5.14.3 BARGAINING POWER OF SUPPLIERS 86 5.14.4 BARGAINING POWER OF BUYERS 87 5.14.5 INTENSITY OF COMPETITIVE RIVALRY 87 5.15 KEY STAKEHOLDERS AND BUYING PROCESS 87 5.15.1 KEY STAKEHOLDERS IN BUYING PROCESS 87 5.15.2 BUYING CRITERIA 88 6 GPU AS A SERVICE PRICING MODELS 89 6.1 INTRODUCTION 89 6.2 ON-DEMAND INSTANCES 89 6.3 RESERVED INSTANCES 90 6.4 SPOT INSTANCES 90 7 GPU AS A SERVICE MARKET, BY SERVICE MODEL 92 7.1 INTRODUCTION 93 7.2 IAAS 94 7.2.1 RISE IN EDGE COMPUTING AND REAL-TIME DATA PROCESSING TO BOOST SEGMENTAL GROWTH 94 7.3 PAAS 100 7.3.1 COST EFFICIENCY, SCALABILITY, AND OPERATIONAL SIMPLICITY TO CONTRIBUTE TO SEGMENTAL GROWTH 100 8 GPU AS A SERVICE MARKET, BY GPU TYPE 108 8.1 INTRODUCTION 109 8.2 HIGH-END GPUS 110 8.2.1 MOUNTING ADOPTION IN AI RESEARCH, NEXT-GEN CLOUD COMPUTING, AND COMPLEX HPC APPLICATIONS TO DRIVE MARKET 110 8.3 MID-RANGE GPUS 111 8.3.1 GROWING EMERGENCE AS COST-EFFECTIVE ALTERNATIVE TO HIGH-END GPUS TO FUEL SEGMENTAL GROWTH 111 8.4 ENTRY-LEVEL GPUS 112 8.4.1 RISING ADOPTION TO SUPPORT DIGITAL TRANSFORMATION BY SMALL BUSINESSES TO BOLSTER SEGMENTAL GROWTH 112 9 GPU AS A SERVICE MARKET, BY DEPLOYMENT 113 9.1 INTRODUCTION 114 9.2 PUBLIC CLOUD 115 9.2.1 SCALABILITY AND HIGH-PERFORMANCE COMPUTING CAPABILITIES TO AUGMENT SEGMENTAL GROWTH 115 9.3 PRIVATE CLOUD 116 9.3.1 ENHANCED CONTROL, SECURITY, AND CUSTOMIZATION TO FOSTER SEGMENTAL GROWTH 116 9.4 HYBRID CLOUD 118 9.4.1 ABILITY TO HANDLE DYNAMIC WORKLOADS AND DATA SECURITY TO ACCELERATE SEGMENTAL GROWTH 118 10 GPU AS A SERVICE MARKET, BY ENTERPRISE TYPE 120 10.1 INTRODUCTION 121 10.2 LARGE ENTERPRISES 122 10.2.1 RISING DEMAND FOR AI-POWERED SOLUTIONS, BIG DATA ANALYTICS, AND REAL-TIME DECISION-MAKING TO DRIVE MARKET 122 10.3 SMES 123 10.3.1 INCREASING ADOPTION OF CLOUD-BASED AI SERVICES TO BOOST SEGMENTAL GROWTH 123 11 GPU AS A SERVICE MARKET, BY APPLICATION 125 11.1 INTRODUCTION 126 11.2 AI & ML 127 11.2.1 TRAINING 128 11.2.1.1 Requirement for high computational power to contribute to segmental growth 128 11.2.2 INFERENCE 130 11.2.2.1 Rapid advances in edge computing to accelerate segmental growth 130 11.3 HPC 131 11.3.1 LOW UPFRONT COSTS AND SCALABILITY OF GPU AS A SERVICE IN AI-DRIVEN RESEARCH AND REAL-TIME PROCESSING TO FUEL SEGMENTAL GROWTH 131 11.4 MEDIA & ENTERTAINMENT 132 11.4.1 VIDEO PROCESSING & STREAMING 134 11.4.1.1 Rising emphasis on optimizing compression, reducing latency, and enhancing video resolution to foster segmental growth 134 11.4.2 3D RENDERING & ANIMATION 135 11.4.2.1 Growing focus on accelerating visual effects, motion graphics, and 3D animation workflows to drive market 135 11.4.3 GAMING & INTERACTIVE MEDIA 136 11.4.3.1 Increasing development of real-time ray tracing, AI-generated graphics, and virtual world simulations to augment segmental growth 136 11.4.4 OTHER MEDIA & ENTERTAINMENT APPLICATIONS 138 11.5 OTHER APPLICATIONS 139 12 GPU AS A SERVICE MARKET, BY REGION 141 12.1 INTRODUCTION 142 12.2 NORTH AMERICA 143 12.2.1 MACROECONOMIC OUTLOOK FOR NORTH AMERICA 144 12.2.2 US 149 12.2.2.1 Rising deployment of AI for data-driven decision-making and automation to drive market 149 12.2.3 CANADA 150 12.2.3.1 Increasing establishment of data centers and cloud computing adoption to boost market growth 150 12.2.4 MEXICO 151 12.2.4.1 Growing implementation of digital transformation policies to enhance operational efficiency to fuel market growth 151 12.3 EUROPE 152 12.3.1 MACROECONOMIC OUTLOOK FOR EUROPE 152 12.3.2 UK 158 12.3.2.1 Thriving video game industry to contribute to market growth 158 12.3.3 GERMANY 159 12.3.3.1 Increasing investment in AI to enhance automation and predictive maintenance to create lucrative opportunities 159 12.3.4 FRANCE 160 12.3.4.1 Growing emphasis on technological and industrial innovation to boost market growth 160 12.3.5 ITALY 161 12.3.5.1 Rising focus on enhancing digital infrastructure development to fuel market growth 161 12.3.6 SPAIN 162 12.3.6.1 Increasing migration toward cloud platforms to spur demand 162   12.3.7 POLAND 163 12.3.7.1 Rapid advances in high-performance computing to contribute to market growth 163 12.3.8 NORDICS 164 12.3.8.1 Rising adoption of accelerated computing technology in data centers to foster market growth 164 12.3.9 REST OF EUROPE 165 12.4 ASIA PACIFIC 166 12.4.1 MACROECONOMIC OUTLOOK FOR ASIA PACIFIC 166 12.4.2 CHINA 173 12.4.2.1 Rapid proliferation of IoT devices and immense data generation to drive market 173 12.4.3 JAPAN 174 12.4.3.1 Increasing investment in AI and cloud infrastructure to fuel market growth 174 12.4.4 SOUTH KOREA 175 12.4.4.1 Rising development of AI chips and server solutions by tech giants to accelerate market growth 175 12.4.5 INDIA 176 12.4.5.1 Rapid establishment of AI research centers to offer lucrative growth opportunities 176 12.4.6 AUSTRALIA 177 12.4.6.1 Increasing development of robust AI ecosystem through strategic investments to augment market growth 177 12.4.7 INDONESIA 178 12.4.7.1 Mounting adoption of cloud services to contribute to market growth 178 12.4.8 MALAYSIA 179 12.4.8.1 Rising deployment of AI-driven solutions by industries to fuel market growth 179 12.4.9 THAILAND 180 12.4.9.1 Increasing investment in smart cities, fintech, and healthcare AI to bolster market growth 180 12.4.10 VIETNAM 181 12.4.10.1 Rapid expansion of 5G infrastructure, cloud computing, and AI-driven digital services to drive market 181 12.4.11 REST OF ASIA PACIFIC 182 12.5 ROW 183 12.5.1 MACROECONOMIC OUTLOOK FOR ROW 183 12.5.2 MIDDLE EAST 187 12.5.2.1 Bahrain 189 12.5.2.1.1 Government initiatives to foster innovation and digital transformation to foster market growth 189 12.5.2.2 Kuwait 190 12.5.2.2.1 Growing focus on optimizing data processing and enhancing network performance to drive market 190   12.5.2.3 Oman 191 12.5.2.3.1 Rising awareness about benefits of HPC technology to contribute to market growth 191 12.5.2.4 Qatar 192 12.5.2.4.1 Burgeoning investment in digital infrastructure to augment market growth 192 12.5.2.5 Saudi Arabia 192 12.5.2.5.1 Increasing deployment of cloud computing and HPC technologies to accelerate market growth 192 12.5.2.6 UAE 193 12.5.2.6.1 Rising adoption of 5G and advanced networks to bolster market growth 193 12.5.2.7 Rest of Middle East 194 12.5.3 AFRICA 195 12.5.3.1 South Africa 196 12.5.3.1.1 Mounting demand for cloud computing to drive market 196 12.5.3.2 Other African countries 197 12.5.4 SOUTH AMERICA 198 12.5.4.1 Expansion of cloud data centers to boost market growth 198 13 COMPETITIVE LANDSCAPE 199 13.1 INTRODUCTION 199 13.2 KEY PLAYER STRATEGIES/RIGHT TO WIN, 2023–2025 199 13.3 REVENUE ANALYSIS, 2022–2024 200 13.4 MARKET SHARE ANALYSIS, 2024 201 13.5 COMPANY VALUATION AND FINANCIAL METRICS 204 13.6 BRAND COMPARISON 206 13.7 COMPANY EVALUATION MATRIX: KEY PLAYERS, 2024 207 13.7.1 STARS 207 13.7.2 EMERGING LEADERS 207 13.7.3 PERVASIVE PLAYERS 207 13.7.4 PARTICIPANTS 207 13.7.5 COMPANY FOOTPRINT: KEY PLAYERS, 2024 209 13.7.5.1 Company footprint 209 13.7.5.2 Region footprint 210 13.7.5.3 Service model footprint 211 13.7.5.4 GPU type footprint 212 13.7.5.5 Deployment footprint 213 13.7.5.6 Enterprise type footprint 214 13.7.5.7 Application footprint 215 13.8 COMPANY EVALUATION MATRIX: STARTUPS/SMES, 2024 216 13.8.1 PROGRESSIVE COMPANIES 216 13.8.2 RESPONSIVE COMPANIES 216 13.8.3 DYNAMIC COMPANIES 216 13.8.4 STARTING BLOCKS 216 13.8.5 COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2024 218 13.8.5.1 Detailed list of key startups/SMEs 218 13.8.5.2 Competitive benchmarking of key startups/SMEs 219 13.9 COMPETITIVE SCENARIO 220 13.9.1 PRODUCT LAUNCHES 220 13.9.2 DEALS 222 14 COMPANY PROFILES 224 14.1 KEY PLAYERS 224 14.1.1 AMAZON WEB SERVICES, INC. 224 14.1.1.1 Business overview 224 14.1.1.2 Products/Solutions/Services offered 225 14.1.1.3 Recent developments 227 14.1.1.3.1 Product launches 227 14.1.1.3.2 Deals 227 14.1.1.4 MnM view 227 14.1.1.4.1 Key strengths/Right to win 227 14.1.1.4.2 Strategic choices 228 14.1.1.4.3 Weaknesses/Competitive threats 228 14.1.2 MICROSOFT 229 14.1.2.1 Business overview 229 14.1.2.2 Products/Solutions/Services offered 230 14.1.2.3 Recent developments 232 14.1.2.3.1 Deals 232 14.1.2.4 MnM view 232 14.1.2.4.1 Key strengths/Right to win 232 14.1.2.4.2 Strategic choices 232 14.1.2.4.3 Weaknesses/Competitive threats 232 14.1.3 GOOGLE 233 14.1.3.1 Business overview 233 14.1.3.2 Products/Solutions/Services offered 234 14.1.3.3 Recent developments 235 14.1.3.3.1 Product launches 235 14.1.3.3.2 Deals 235 14.1.3.4 MnM view 236 14.1.3.4.1 Key strengths/Right to win 236 14.1.3.4.2 Strategic choices 236 14.1.3.4.3 Weaknesses/Competitive threats 236   14.1.4 ORACLE 237 14.1.4.1 Business overview 237 14.1.4.2 Products/Solutions/Services offered 239 14.1.4.3 Recent developments 239 14.1.4.3.1 Product launches 239 14.1.4.3.2 Deals 240 14.1.4.4 MnM view 240 14.1.4.4.1 Key strengths/Right to win 240 14.1.4.4.2 Strategic choices 240 14.1.4.4.3 Weaknesses/Competitive threats 241 14.1.5 IBM 242 14.1.5.1 Business overview 242 14.1.5.2 Products/Solutions/Services offered 244 14.1.5.3 Recent developments 244 14.1.5.3.1 Product launches 244 14.1.5.3.2 Deals 245 14.1.5.4 MnM view 246 14.1.5.4.1 Key strengths/Right to win 246 14.1.5.4.2 Strategic choices 246 14.1.5.4.3 Weaknesses/Competitive threats 246 14.1.6 COREWEAVE 247 14.1.6.1 Business overview 247 14.1.6.2 Products/Solutions/Services offered 248 14.1.6.3 Recent developments 249 14.1.6.3.1 Product launches 249 14.1.6.3.2 Deals 250 14.1.6.3.3 Expansions 251 14.1.7 ALIBABA CLOUD 252 14.1.7.1 Business overview 252 14.1.7.2 Products/Solutions/Services offered 252 14.1.7.3 Recent developments 253 14.1.7.3.1 Expansions 253 14.1.8 LAMBDA 254 14.1.8.1 Business overview 254 14.1.8.2 Products/Solutions/Services offered 254 14.1.8.3 Recent developments 255 14.1.8.3.1 Deals 255 14.1.9 TENCENT CLOUD 256 14.1.9.1 Business overview 256 14.1.9.2 Products/Solutions/Services offered 257 14.1.9.3 Recent developments 257 14.1.9.3.1 Expansions 257 14.1.10 JARVISLABS.AI 258 14.1.10.1 Business overview 258 14.1.10.2 Products/Solutions/Services offered 258 14.2 OTHER PLAYERS 259 14.2.1 FLUIDSTACK 259 14.2.2 OVH SAS 260 14.2.3 E2E NETWORKS LIMITED 261 14.2.4 RUNPOD 262 14.2.5 SCALEMATRIX HOLDINGS, INC. 263 14.2.6 VAST.AI 264 14.2.7 ACECLOUD 265 14.2.8 SNOWCELL 266 14.2.9 LINODE LLC 267 14.2.10 YOTTA INFRASTRUCTURE 268 14.2.11 VULTR 269 14.2.12 DIGITALOCEAN, LLC 270 14.2.13 RACKSPACE TECHNOLOGY 271 14.2.14 GCORE 272 14.2.15 NEBIUS B.V. 273 15 APPENDIX 274 15.1 DISCUSSION GUIDE 274 15.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 278 15.3 CUSTOMIZATION OPTIONS 280 15.4 RELATED REPORTS 280 15.5 AUTHOR DETAILS 281
圖表清單 List of Tables & Figures
TABLE 1 GPU AS A SERVICE MARKET: RESEARCH ASSUMPTIONS 42 TABLE 2 GPU AS A SERVICE MARKET: RISK ANALYSIS 43 TABLE 3 INDICATIVE PRICING OF GPU TYPES PROVIDED BY KEY PLAYERS, 2024 (USD/HOUR) 60 TABLE 4 INDICATIVE PRICING OF GPU TYPES, 2024 (USD/HOUR) 60 TABLE 5 AVERAGE SELLING PRICE TREND OF HIGH-END GPUS, BY REGION, 2021–2024 (USD/HOUR) 61 TABLE 6 AVERAGE SELLING PRICE TREND OF MID-RANGE GPUS, BY REGION, 2021–2024 (USD/HOUR) 62 TABLE 7 AVERAGE SELLING PRICE TREND OF ENTRY-LEVEL GPUS, BY REGION, 2021–2024 (USD/HOUR) 63 TABLE 8 ROLE OF COMPANIES IN GPU AS A SERVICE ECOSYSTEM 66 TABLE 9 LIST OF PATENTS, 2021–2024 70 TABLE 10 IMPORT DATA FOR HS CODE 847330-COMPLIANT PRODUCTS, BY COUNTRY, 2019–2023 (USD MILLION) 73 TABLE 11 EXPORT DATA FOR HS CODE 847330-COMPLIANT PRODUCTS, BY COUNTRY, 2019–2023 (USD MILLION) 74 TABLE 12 LIST OF KEY CONFERENCES AND EVENTS, 2025–2026 75 TABLE 13 NEARMAP REDUCES COMPUTING COST AND INCREASES DATA PROCESSING CAPACITY USING AMAZON EC2 G4 INSTANCES 76 TABLE 14 SOLUNA DEPLOYS AARNA.ML’S GPU CLOUD MANAGEMENT SOFTWARE TO BOOST ITS MARKETPLACE REACH 76 TABLE 15 COMPUTER VISION TECHNOLOGY COMPANY INCREASES GPU UTILIZATION TO IMPROVE PRODUCTIVITY AND REDUCE DL TRAINING TIME 77 TABLE 16 EPFL OPTIMIZES AI INFRASTRUCTURE TO PRIORITIZE WORKLOAD DEMANDS USING RUN:AI’S GPU ORCHESTRATION PLATFORM 77 TABLE 17 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 79 TABLE 18 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80 TABLE 19 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 81 TABLE 20 ROW: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 82 TABLE 21 GPU AS A SERVICE MARKET: STANDARDS 83 TABLE 22 GPU AS A SERVICE MARKET: PORTER'S FIVE FORCES ANALYSIS 86 TABLE 23 IMPACT OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS (%) 88 TABLE 24 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 88 TABLE 25 GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 93 TABLE 26 GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 94 TABLE 27 IAAS: GPU AS A SERVICE MARKET, BY REGION, 2021–2024 (USD MILLION) 95 TABLE 28 IAAS: GPU AS A SERVICE MARKET, BY REGION, 2025–2030 (USD MILLION) 95 TABLE 29 IAAS: GPU AS A SERVICE MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2024 (USD MILLION) 95 TABLE 30 IAAS: GPU AS A SERVICE MARKET IN NORTH AMERICA, BY COUNTRY, 2025–2030 (USD MILLION) 96 TABLE 31 IAAS: GPU AS A SERVICE MARKET IN EUROPE, BY COUNTRY, 2021–2024 (USD MILLION) 96 TABLE 32 IAAS: GPU AS A SERVICE MARKET IN EUROPE, BY COUNTRY, 2025–2030 (USD MILLION) 97 TABLE 33 IAAS: GPU AS A SERVICE MARKET IN ASIA PACIFIC, BY COUNTRY, 2021–2024 (USD MILLION) 97 TABLE 34 IAAS: GPU AS A SERVICE MARKET IN ASIA PACIFIC, BY COUNTRY, 2025–2030 (USD MILLION) 98 TABLE 35 IAAS: GPU AS A SERVICE MARKET IN ROW, BY REGION, 2021–2024 (USD MILLION) 98 TABLE 36 IAAS: GPU AS A SERVICE MARKET IN ROW, BY REGION, 2025–2030 (USD MILLION) 98 TABLE 37 IAAS: GPU AS A SERVICE MARKET IN MIDDLE EAST, BY COUNTRY, 2021–2024 (USD MILLION) 99 TABLE 38 IAAS: GPU AS A SERVICE MARKET IN MIDDLE EAST, BY COUNTRY, 2025–2030 (USD MILLION) 99 TABLE 39 IAAS: GPU AS A SERVICE MARKET IN AFRICA, BY COUNTRY, 2021–2024 (USD MILLION) 99 TABLE 40 IAAS: GPU AS A SERVICE MARKET IN AFRICA, BY COUNTRY, 2025–2030 (USD MILLION) 100 TABLE 41 IAAS: GPU AS A SERVICE MARKET, BY GPU TYPE, 2021–2024 (USD MILLION) 100 TABLE 42 IAAS: GPU AS A SERVICE MARKET, BY GPU TYPE, 2025–2030 (USD MILLION) 100 TABLE 43 PAAS: GPU AS A SERVICE MARKET, BY REGION, 2021–2024 (USD MILLION) 102 TABLE 44 PAAS: GPU AS A SERVICE MARKET, BY REGION, 2025–2030 (USD MILLION) 102 TABLE 45 PAAS: GPU AS A SERVICE MARKET IN NORTH AMERICA, BY COUNTRY, 2021–2024 (USD MILLION) 102 TABLE 46 PAAS: GPU AS A SERVICE MARKET IN NORTH AMERICA, BY COUNTRY, 2025–2030 (USD MILLION) 103 TABLE 47 PAAS: GPU AS A SERVICE MARKET IN EUROPE, BY COUNTRY, 2021–2024 (USD MILLION) 103 TABLE 48 PAAS: GPU AS A SERVICE MARKET IN EUROPE, BY COUNTRY, 2025–2030 (USD MILLION) 103 TABLE 49 PAAS: GPU AS A SERVICE MARKET IN ASIA PACIFIC, BY COUNTRY, 2021–2024 (USD MILLION) 104 TABLE 50 PAAS: GPU AS A SERVICE MARKET IN ASIA PACIFIC, BY COUNTRY, 2025–2030 (USD MILLION) 104 TABLE 51 PAAS: GPU AS A SERVICE MARKET IN ROW, BY REGION, 2021–2024 (USD MILLION) 105 TABLE 52 PAAS: GPU AS A SERVICE MARKET IN ROW, BY REGION, 2025–2030 (USD MILLION) 105 TABLE 53 PAAS: GPU AS A SERVICE MARKET IN MIDDLE EAST, BY COUNTRY, 2021–2024 (USD MILLION) 105 TABLE 54 PAAS: GPU AS A SERVICE MARKET IN MIDDLE EAST, BY COUNTRY, 2025–2030 (USD MILLION) 106 TABLE 55 PAAS: GPU AS A SERVICE MARKET IN AFRICA, BY COUNTRY, 2021–2024 (USD MILLION) 106 TABLE 56 PAAS: GPU AS A SERVICE MARKET IN AFRICA, BY COUNTRY, 2025–2030 (USD MILLION) 106 TABLE 57 PAAS: GPU AS A SERVICE MARKET, BY GPU TYPE, 2021–2024 (USD MILLION) 106 TABLE 58 PAAS: GPU AS A SERVICE MARKET, BY GPU TYPE, 2025–2030 (USD MILLION) 107 TABLE 59 GPU AS A SERVICE MARKET, BY GPU TYPE, 2021–2024 (USD MILLION) 109 TABLE 60 GPU AS A SERVICE MARKET, BY GPU TYPE, 2025–2030 (USD MILLION) 109 TABLE 61 HIGH-END GPUS: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 110 TABLE 62 HIGH-END GPUS: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 110 TABLE 63 MID-RANGE GPUS: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 111 TABLE 64 MID-RANGE GPUS: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 111 TABLE 65 ENTRY-LEVEL GPUS: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 112 TABLE 66 ENTRY-LEVEL GPUS: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 112 TABLE 67 GPU AS A SERVICE MARKET, BY DEPLOYMENT, 2021–2024 (USD MILLION) 114 TABLE 68 GPU AS A SERVICE MARKET, BY DEPLOYMENT, 2025–2030 (USD MILLION) 115 TABLE 69 PUBLIC CLOUD: GPU AS A SERVICE MARKET, BY REGION, 2021–2024 (USD MILLION) 116 TABLE 70 PUBLIC CLOUD: GPU AS A SERVICE MARKET, BY REGION, 2025–2030 (USD MILLION) 116 TABLE 71 PRIVATE CLOUD: GPU AS A SERVICE MARKET, BY REGION, 2021–2024 (USD MILLION) 117 TABLE 72 PRIVATE CLOUD: GPU AS A SERVICE MARKET, BY REGION, 2025–2030 (USD MILLION) 117 TABLE 73 HYBRID CLOUD: GPU AS A SERVICE MARKET, BY REGION, 2021–2024 (USD MILLION) 118 TABLE 74 HYBRID CLOUD: GPU AS A SERVICE MARKET, BY REGION, 2025–2030 (USD MILLION) 119 TABLE 75 GPU AS A SERVICE MARKET, BY ENTERPRISE TYPE, 2021–2024 (USD MILLION) 121 TABLE 76 GPU AS A SERVICE MARKET, BY ENTERPRISE TYPE, 2025–2030 (USD MILLION) 121 TABLE 77 LARGE ENTERPRISES: GPU AS A SERVICE MARKET, BY REGION, 2021–2024 (USD MILLION) 122 TABLE 78 LARGE ENTERPRISES: GPU AS A SERVICE MARKET, BY REGION, 2025–2030 (USD MILLION) 123 TABLE 79 SMES: GPU AS A SERVICE MARKET, BY REGION, 2021–2024 (USD MILLION) 124 TABLE 80 SMES: GPU AS A SERVICE MARKET, BY REGION, 2025–2030 (USD MILLION) 124 TABLE 81 GPU AS A SERVICE MARKET, BY APPLICATION, 2021–2024 (USD MILLION) 126 TABLE 82 GPU AS A SERVICE MARKET, BY APPLICATION, 2025–2030 (USD MILLION) 127 TABLE 83 AI & ML: GPU AS A SERVICE MARKET, BY TYPE, 2021–2024 (USD MILLION) 127 TABLE 84 AI & ML: GPU AS A SERVICE MARKET, BY TYPE, 2025–2030 (USD MILLION) 128 TABLE 85 AI & ML: GPU AS A SERVICE MARKET, BY REGION, 2021–2024 (USD MILLION) 128 TABLE 86 AI & ML: GPU AS A SERVICE MARKET, BY REGION, 2025–2030 (USD MILLION) 128 TABLE 87 TRAINING: GPU AS A SERVICE MARKET FOR AI & ML, BY REGION, 2021–2024 (USD MILLION) 129 TABLE 88 TRAINING: GPU AS A SERVICE MARKET FOR AI & ML, BY REGION, 2025–2030 (USD MILLION) 129 TABLE 89 INFERENCE: GPU AS A SERVICE MARKET FOR AI & ML, BY REGION, 2021–2024 (USD MILLION) 130 TABLE 90 INFERENCE: GPU AS A SERVICE MARKET FOR AI & ML, BY REGION, 2025–2030 (USD MILLION) 130 TABLE 91 HPC: GPU AS A SERVICE MARKET, BY REGION, 2021–2024 (USD MILLION) 132 TABLE 92 HPC: GPU AS A SERVICE MARKET, BY REGION, 2025–2030 (USD MILLION) 132 TABLE 93 MEDIA & ENTERTAINMENT: GPU AS A SERVICE MARKET, BY TYPE, 2021–2024 (USD MILLION) 133 TABLE 94 MEDIA & ENTERTAINMENT: GPU AS A SERVICE MARKET, BY TYPE, 2025–2030 (USD MILLION) 133 TABLE 95 MEDIA & ENTERTAINMENT: GPU AS A SERVICE MARKET, BY REGION, 2021–2024 (USD MILLION) 134 TABLE 96 MEDIA & ENTERTAINMENT: GPU AS A SERVICE MARKET, BY REGION, 2025–2030 (USD MILLION) 134 TABLE 97 VIDEO PROCESSING & STREAMING: GPU AS A SERVICE MARKET, BY REGION, 2021–2024 (USD MILLION) 135 TABLE 98 VIDEO PROCESSING & STREAMING: GPU AS A SERVICE MARKET, BY REGION, 2025–2030 (USD MILLION) 135 TABLE 99 3D RENDERING & ANIMATION: GPU AS A SERVICE MARKET, BY REGION, 2021–2024 (USD MILLION) 136 TABLE 100 3D RENDERING & ANIMATION: GPU AS A SERVICE MARKET, BY REGION, 2025–2030 (USD MILLION) 136 TABLE 101 GAMING & INTERACTIVE MEDIA: GPU AS A SERVICE MARKET, BY REGION, 2021–2024 (USD MILLION) 137 TABLE 102 GAMING & INTERACTIVE MEDIA: GPU AS A SERVICE MARKET, BY REGION, 2025–2030 (USD MILLION) 137 TABLE 103 OTHER MEDIA & ENTERTAINMENT APPLICATIONS: GPU AS A SERVICE MARKET, BY REGION, 2021–2024 (USD MILLION) 138 TABLE 104 OTHER MEDIA & ENTERTAINMENT APPLICATIONS: GPU AS A SERVICE MARKET, BY REGION, 2025–2030 (USD MILLION) 138 TABLE 105 OTHER APPLICATIONS: GPU AS A SERVICE MARKET, BY REGION, 2021–2024 (USD MILLION) 139 TABLE 106 OTHER APPLICATIONS: GPU AS A SERVICE MARKET, BY REGION, 2025–2030 (USD MILLION) 140 TABLE 107 GPU AS A SERVICE MARKET, BY REGION, 2021–2024 (USD MILLION) 142 TABLE 108 GPU AS A SERVICE MARKET, BY REGION, 2025–2030 (USD MILLION) 143 TABLE 109 NORTH AMERICA: GPU AS A SERVICE MARKET, BY COUNTRY, 2021–2024 (USD MILLION) 145 TABLE 110 NORTH AMERICA: GPU AS A SERVICE MARKET, BY COUNTRY, 2025–2030 (USD MILLION) 145 TABLE 111 NORTH AMERICA: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 145 TABLE 112 NORTH AMERICA: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 145 TABLE 113 NORTH AMERICA: GPU AS A SERVICE MARKET, BY DEPLOYMENT, 2021–2024 (USD MILLION) 146 TABLE 114 NORTH AMERICA: GPU AS A SERVICE MARKET, BY DEPLOYMENT, 2025–2030 (USD MILLION) 146 TABLE 115 NORTH AMERICA: GPU AS A SERVICE MARKET, BY ENTERPRISE TYPE, 2021–2024 (USD MILLION) 146 TABLE 116 NORTH AMERICA: GPU AS A SERVICE MARKET, BY ENTERPRISE TYPE, 2025–2030 (USD MILLION) 147 TABLE 117 NORTH AMERICA: GPU AS A SERVICE MARKET, BY APPLICATION, 2021–2024 (USD MILLION) 147 TABLE 118 NORTH AMERICA: GPU AS A SERVICE MARKET, BY APPLICATION, 2025–2030 (USD MILLION) 147 TABLE 119 NORTH AMERICA: GPU AS A SERVICE MARKET FOR AI & ML, BY TYPE, 2021–2024 (USD MILLION) 147 TABLE 120 NORTH AMERICA: GPU AS A SERVICE MARKET FOR AI & ML, BY TYPE, 2025–2030 (USD MILLION) 148 TABLE 121 NORTH AMERICA: GPU AS A SERVICE MARKET FOR MEDIA & ENTERTAINMENT, BY TYPE, 2021–2024 (USD MILLION) 148 TABLE 122 NORTH AMERICA: GPU AS A SERVICE MARKET FOR MEDIA & ENTERTAINMENT, BY TYPE, 2025–2030 (USD MILLION) 148 TABLE 123 US: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 149 TABLE 124 US: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 149 TABLE 125 CANADA: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 150 TABLE 126 CANADA: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 150 TABLE 127 MEXICO: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 151 TABLE 128 MEXICO: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 151 TABLE 129 EUROPE: GPU AS A SERVICE MARKET, BY COUNTRY, 2021–2024 (USD MILLION) 154 TABLE 130 EUROPE: GPU AS A SERVICE MARKET, BY COUNTRY, 2025–2030 (USD MILLION) 154 TABLE 131 EUROPE: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 154 TABLE 132 EUROPE: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 155 TABLE 133 EUROPE: GPU AS A SERVICE MARKET, BY DEPLOYMENT, 2021–2024 (USD MILLION) 155 TABLE 134 EUROPE: GPU AS A SERVICE MARKET, BY DEPLOYMENT, 2025–2030 (USD MILLION) 155 TABLE 135 EUROPE: GPU AS A SERVICE MARKET, BY ENTERPRISE TYPE, 2021–2024 (USD MILLION) 155 TABLE 136 EUROPE: GPU AS A SERVICE MARKET, BY ENTERPRISE TYPE, 2025–2030 (USD MILLION) 156 TABLE 137 EUROPE: GPU AS A SERVICE MARKET, BY APPLICATION, 2021–2024 (USD MILLION) 156 TABLE 138 EUROPE: GPU AS A SERVICE MARKET, BY APPLICATION, 2025–2030 (USD MILLION) 156 TABLE 139 EUROPE: GPU AS A SERVICE MARKET FOR AI & ML, BY TYPE, 2021–2024 (USD MILLION) 156 TABLE 140 EUROPE: GPU AS A SERVICE MARKET FOR AI & ML, BY TYPE, 2025–2030 (USD MILLION) 157 TABLE 141 EUROPE: GPU AS A SERVICE MARKET FOR MEDIA & ENTERTAINMENT, BY TYPE, 2021–2024 (USD MILLION) 157 TABLE 142 EUROPE: GPU AS A SERVICE MARKET FOR MEDIA & ENTERTAINMENT, BY TYPE, 2025–2030 (USD MILLION) 157 TABLE 143 UK: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 158 TABLE 144 UK: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 158 TABLE 145 GERMANY: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 159 TABLE 146 GERMANY: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 159 TABLE 147 FRANCE: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 160 TABLE 148 FRANCE: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 160 TABLE 149 ITALY: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 161 TABLE 150 ITALY: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 161 TABLE 151 SPAIN: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 162 TABLE 152 SPAIN: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 162 TABLE 153 POLAND: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 163 TABLE 154 POLAND: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 163 TABLE 155 NORDICS: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 164 TABLE 156 NORDICS: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 164 TABLE 157 REST OF EUROPE: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 165 TABLE 158 REST OF EUROPE: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 165 TABLE 159 ASIA PACIFIC: GPU AS A SERVICE MARKET, BY COUNTRY, 2021–2024 (USD MILLION) 169 TABLE 160 ASIA PACIFIC: GPU AS A SERVICE MARKET, BY COUNTRY, 2025–2030 (USD MILLION) 169 TABLE 161 ASIA PACIFIC: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 170 TABLE 162 ASIA PACIFIC: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 170 TABLE 163 ASIA PACIFIC: GPU AS A SERVICE MARKET, BY DEPLOYMENT, 2021–2024 (USD MILLION) 170 TABLE 164 ASIA PACIFIC: GPU AS A SERVICE MARKET, BY DEPLOYMENT, 2025–2030 (USD MILLION) 170 TABLE 165 ASIA PACIFIC: GPU AS A SERVICE MARKET, BY ENTERPRISE TYPE, 2021–2024 (USD MILLION) 171 TABLE 166 ASIA PACIFIC: GPU AS A SERVICE MARKET, BY ENTERPRISE TYPE, 2025–2030 (USD MILLION) 171 TABLE 167 ASIA PACIFIC: GPU AS A SERVICE MARKET, BY APPLICATION, 2021–2024 (USD MILLION) 171 TABLE 168 ASIA PACIFIC: GPU AS A SERVICE MARKET, BY APPLICATION, 2025–2030 (USD MILLION) 171 TABLE 169 ASIA PACIFIC: GPU AS A SERVICE MARKET FOR AI & ML, BY TYPE, 2021–2024 (USD MILLION) 172 TABLE 170 ASIA PACIFIC: GPU AS A SERVICE MARKET FOR AI & ML, BY TYPE, 2025–2030 (USD MILLION) 172 TABLE 171 ASIA PACIFIC: GPU AS A SERVICE MARKET FOR MEDIA & ENTERTAINMENT, BY TYPE, 2021–2024 (USD MILLION) 172 TABLE 172 ASIA PACIFIC: GPU AS A SERVICE MARKET FOR MEDIA & ENTERTAINMENT, BY TYPE, 2025–2030 (USD MILLION) 172 TABLE 173 CHINA: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 173 TABLE 174 CHINA: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 174 TABLE 175 JAPAN: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 174 TABLE 176 JAPAN: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 175 TABLE 177 SOUTH KOREA: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 176 TABLE 178 SOUTH KOREA: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 176 TABLE 179 INDIA: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 177 TABLE 180 INDIA: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 177 TABLE 181 AUSTRALIA: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 178 TABLE 182 AUSTRALIA: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 178 TABLE 183 INDONESIA: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 179 TABLE 184 INDONESIA: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 179 TABLE 185 MALAYSIA: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 180 TABLE 186 MALAYSIA: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 180 TABLE 187 THAILAND: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 181 TABLE 188 THAILAND: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 181 TABLE 189 VIETNAM: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 182 TABLE 190 VIETNAM: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 182 TABLE 191 REST OF ASIA PAIFIC: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 182 TABLE 192 REST OF ASIA PAIFIC: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 183 TABLE 193 ROW: GPU AS A SERVICE MARKET, BY REGION, 2021–2024 (USD MILLION) 184 TABLE 194 ROW: GPU AS A SERVICE MARKET, BY REGION, 2025–2030 (USD MILLION) 184 TABLE 195 ROW: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 184 TABLE 196 ROW: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 184 TABLE 197 ROW: GPU AS A SERVICE MARKET, BY DEPLOYMENT, 2021–2024 (USD MILLION) 185 TABLE 198 ROW: GPU AS A SERVICE MARKET, BY DEPLOYMENT, 2025–2030 (USD MILLION) 185 TABLE 199 ROW: GPU AS A SERVICE MARKET, BY ENTERPRISE TYPE, 2021–2024 (USD MILLION) 185 TABLE 200 ROW: GPU AS A SERVICE MARKET, BY ENTERPRISE TYPE, 2025–2030 (USD MILLION) 185 TABLE 201 ROW: GPU AS A SERVICE MARKET, BY APPLICATION, 2021–2024 (USD MILLION) 186 TABLE 202 ROW: GPU AS A SERVICE MARKET, BY APPLICATION, 2025–2030 (USD MILLION) 186 TABLE 203 ROW: GPU AS A SERVICE MARKET FOR AI & ML, BY TYPE, 2021–2024 (USD MILLION) 186 TABLE 204 ROW: GPU AS A SERVICE MARKET FOR AI & ML, BY TYPE, 2025–2030 (USD MILLION) 186 TABLE 205 ROW: GPU AS A SERVICE MARKET FOR MEDIA & ENTERTAINMENT, BY TYPE, 2021–2024 (USD MILLION) 187 TABLE 206 ROW: GPU AS A SERVICE MARKET FOR MEDIA & ENTERTAINMENT, BY TYPE, 2025–2030 (USD MILLION) 187 TABLE 207 MIDDLE EAST: GPU AS A SERVICE MARKET, BY COUNTRY, 2021–2024 (USD MILLION) 188 TABLE 208 MIDDLE EAST: GPU AS A SERVICE MARKET, BY COUNTRY, 2025–2030 (USD MILLION) 188 TABLE 209 MIDDLE EAST: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 188 TABLE 210 MIDDLE EAST: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 189 TABLE 211 BAHRAIN: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 189 TABLE 212 BAHRAIN: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 189 TABLE 213 KUWAIT: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 190 TABLE 214 KUWAIT: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 190 TABLE 215 OMAN: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 191 TABLE 216 OMAN: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 191 TABLE 217 QATAR: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 192 TABLE 218 QATAR: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 192 TABLE 219 SAUDI ARABIA: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 193 TABLE 220 SAUDI ARABIA: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 193 TABLE 221 UAE: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 194 TABLE 222 UAE: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 194 TABLE 223 REST OF MIDDLE EAST: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 194 TABLE 224 REST OF MIDDLE EAST: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 195 TABLE 225 AFRICA: GPU AS A SERVICE MARKET, BY COUNTRY, 2021–2024 (USD MILLION) 195 TABLE 226 AFRICA: GPU AS A SERVICE MARKET, BY COUNTRY, 2025–2030 (USD MILLION) 195 TABLE 227 AFRICA: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 196 TABLE 228 AFRICA: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 196 TABLE 229 SOUTH AFRICA: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 196 TABLE 230 SOUTH AFRICA: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 197 TABLE 231 OTHER AFRICAN COUNTRIES: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 197 TABLE 232 OTHER AFRICAN COUNTRIES: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 197 TABLE 233 SOUTH AMERICA: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 198 TABLE 234 SOUTH AMERICA: GPU AS A SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 198 TABLE 235 GPU AS A SERVICE MARKET: OVERVIEW OF STRATEGIES ADOPTED BY KEY PLAYERS, JANUARY 2023–MARCH 2025 199 TABLE 236 GPU AS A SERVICE MARKET: DEGREE OF COMPETITION, 2024 202 TABLE 237 GPU AS A SERVICE MARKET: REGION FOOTPRINT 210 TABLE 238 GPU AS A SERVICE MARKET: SERVICE MODEL FOOTPRINT 211 TABLE 239 GPU AS A SERVICE MARKET: GPU TYPE FOOTPRINT 212 TABLE 240 GPU AS A SERVICE MARKET: DEPLOYMENT FOOTPRINT 213 TABLE 241 GPU AS A SERVICE MARKET: ENTERPRISE TYPE FOOTPRINT 214 TABLE 242 GPU AS A SERVICE MARKET: APPLICATION FOOTPRINT 215 TABLE 243 GPU AS A SERVICE MARKET: DETAILED LIST OF KEY STARTUPS/SMES 218 TABLE 244 GPU AS A SERVICE MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES 219 TABLE 245 GPU AS A SERVICE MARKET: PRODUCT LAUNCHES, JANUARY 2023–MARCH 2025 220 TABLE 246 GPU AS A SERVICE MARKET: DEALS, JANUARY 2023–MARCH 2025 222 TABLE 247 AMAZON WEB SERVICES, INC.: COMPANY OVERVIEW 224 TABLE 248 AMAZON WEB SERVICES, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED 225 TABLE 249 AMAZON WEB SERVICES, INC.: PRODUCT LAUNCHES 227 TABLE 250 AMAZON WEB SERVICES, INC.: DEALS 227 TABLE 251 MICROSOFT: COMPANY OVERVIEW 229 TABLE 252 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED 230 TABLE 253 MICROSOFT: DEALS 232 TABLE 254 GOOGLE: COMPANY OVERVIEW 233 TABLE 255 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 234 TABLE 256 GOOGLE: PRODUCT LAUNCHES 235 TABLE 257 GOOGLE: DEALS 235 TABLE 258 ORACLE: COMPANY OVERVIEW 237 TABLE 259 ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 239 TABLE 260 ORACLE: PRODUCT LAUNCHES 239 TABLE 261 ORACLE: DEALS 240 TABLE 262 IBM: COMPANY OVERVIEW 242 TABLE 263 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED 244 TABLE 264 IBM: PRODUCT LAUNCHES 244 TABLE 265 IBM: DEALS 245 TABLE 266 COREWEAVE: COMPANY OVERVIEW 247 TABLE 267 COREWEAVE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 248 TABLE 268 COREWEAVE: PRODUCT LAUNCHES 249 TABLE 269 COREWEAVE: DEALS 250 TABLE 270 COREWEAVE: EXPANSIONS 251 TABLE 271 ALIBABA CLOUD: COMPANY OVERVIEW 252 TABLE 272 ALIBABA CLOUD: PRODUCTS/SOLUTIONS/SERVICES OFFERED 252 TABLE 273 ALIBABA CLOUD: EXPANSIONS 253 TABLE 274 LAMBDA: COMPANY OVERVIEW 254 TABLE 275 LAMBDA: PRODUCTS/SOLUTIONS/SERVICES OFFERED 254 TABLE 276 LAMBDA: DEALS 255 TABLE 277 TENCENT CLOUD: COMPANY OVERVIEW 256 TABLE 278 TENCENT CLOUD: PRODUCTS/SERVICES/SOLUTIONS OFFERED 257 TABLE 279 TENCENT CLOUD: EXPANSIONS 257 TABLE 280 JARVISLABS.AI: COMPANY OVERVIEW 258 TABLE 281 JARVISLABS.AI: PRODUCTS/SOLUTIONS/SERVICES OFFERED 258 TABLE 282 FLUIDSTACK: COMPANY OVERVIEW 259 TABLE 283 OVH SAS: COMPANY OVERVIEW 260 TABLE 284 E2E NETWORKS LIMITED: COMPANY OVERVIEW 261 TABLE 285 RUNPOD: COMPANY OVERVIEW 262 TABLE 286 SCALEMATRIX HOLDINGS, INC.: COMPANY OVERVIEW 263 TABLE 287 VAST.AI: COMPANY OVERVIEW 264 TABLE 288 ACECLOUD: COMPANY OVERVIEW 265 TABLE 289 SNOWCELL: COMPANY OVERVIEW 266 TABLE 290 LINODE LLC: COMPANY OVERVIEW 267 TABLE 291 YOTTA INFRASTRUCTURE: COMPANY OVERVIEW 268 TABLE 292 VULTR: COMPANY OVERVIEW 269 TABLE 293 DIGITALOCEAN, LLC: COMPANY OVERVIEW 270 TABLE 294 RACKSPACE TECHNOLOGY: COMPANY OVERVIEW 271 TABLE 295 GCORE: COMPANY OVERVIEW 272 TABLE 296 NEBIUS B.V.: COMPANY OVERVIEW 273 _ FIGURE 1 GPU AS A SERVICE MARKET SEGMENTATION AND REGIONAL SCOPE 28 FIGURE 2 GPU AS A SERVICE MARKET: RESEARCH DESIGN 32 FIGURE 3 GPU AS A SERVICE MARKET SIZE ESTIMATION METHODOLOGY 38 FIGURE 4 GPU AS A SERVICE MARKET: TOP-DOWN APPROACH 39 FIGURE 5 GPU AS A SERVICE MARKET: BOTTOM-UP APPROACH 40 FIGURE 6 GPU AS A SERVICE MARKET: DATA TRIANGULATION 41 FIGURE 7 HIGH-END GPUS SEGMENT TO HOLD LARGEST MARKET SHARE IN 2030 45 FIGURE 8 IAAS SEGMENT TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD 45 FIGURE 9 PUBLIC CLOUD SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2030 46 FIGURE 10 AI & ML SEGMENT TO REGISTER HIGHEST CAGR BETWEEN 2025 AND 2030 46 FIGURE 11 ASIA PACIFIC TO EXHIBIT HIGHEST CAGR IN GPU AS A SERVICE MARKET FROM 2025 TO 2030 47 FIGURE 12 RAPID ADVANCES IN AI AND ECONOMIC GROWTH TO FOSTER MARKET GROWTH 48 FIGURE 13 HIGH-END GPUS SEGMENT TO EXHIBIT HIGHEST CAGR IN GPU AS A SERVICE MARKET DURING FORECAST PERIOD 48 FIGURE 14 LARGE ENTERPRISES SEGMENT TO DOMINATE MARKET FROM 2025 TO 2030 49 FIGURE 15 AI & ML SEGMENT TO ACCOUNT FOR LARGEST SHARE OF GPU AS A SERVICE MARKET IN 2030 49 FIGURE 16 AI & ML SEGMENT AND CHINA TO CAPTURE LARGEST SHARES OF ASIA PACIFIC GPU AS A SERVICE MARKET IN 2025 50 FIGURE 17 INDIA TO RECORD HIGHEST CAGR IN GLOBAL GPU AS A SERVICE MARKET FROM 2025 TO 2030 50 FIGURE 18 GPU AS A SERVICE MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 51 FIGURE 19 GPU AS A SERVICE MARKET: IMPACT ANALYSIS OF DRIVERS 52 FIGURE 20 GPU AS A SERVICE MARKET: IMPACT ANALYSIS OF RESTRAINTS 55 FIGURE 21 GPU AS A SERVICE MARKET: IMPACT ANALYSIS OF OPPORTUNITIES 56 FIGURE 22 GPU AS A SERVICE MARKET: IMPACT ANALYSIS OF CHALLENGES 58 FIGURE 23 TRENDS/DISRUPTIONS INFLUENCING CUSTOMER BUSINESS 59 FIGURE 24 AVERAGE SELLING PRICE TREND OF HIGH-END GPUS, BY REGION, 2021–2024 61 FIGURE 25 AVERAGE SELLING PRICE TREND OF MID-RANGE GPUS, BY REGION, 2021–2024 62 FIGURE 26 AVERAGE SELLING PRICE TREND OF ENTRY-LEVEL GPUS, BY REGION, 2021–2024 63 FIGURE 27 GPU AS A SERVICE MARKET: VALUE CHAIN ANALYSIS 64 FIGURE 28 GPU AS A SERVICE ECOSYSTEM ANALYSIS 66 FIGURE 29 PATENTS APPLIED AND GRANTED, 2014–2024 69 FIGURE 30 IMPORT SCENARIO FOR HS CODE 847330-COMPLIANT PRODUCTS FOR TOP FIVE COUNTRIES, 2019–2023 73 FIGURE 31 EXPORT SCENARIO FOR HS CODE 847330-COMPLIANT PRODUCTS FOR TOP FIVE COUNTRIES, 2019–2023 74 FIGURE 32 FUNDS RAISED BY VARIOUS GPU AS A SERVICE VENDORS, 2021–2024 78 FIGURE 33 GPU AS A SERVICE MARKET: PORTER'S FIVE FORCES ANALYSIS 85 FIGURE 34 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS 87 FIGURE 35 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 88 FIGURE 36 IAAS SEGMENT TO DOMINATE GPU AS A SERVICE MARKET DURING FORECAST PERIOD 93 FIGURE 37 ASIA PACIFIC TO RECORD HIGHEST CAGR IN MARKET FOR PAAS BETWEEN 2025 AND 2030 101 FIGURE 38 HIGH-END GPUS SEGMENT TO RECORD HIGHEST CAGR FROM 2025 TO 2030 109 FIGURE 39 PUBLIC CLOUD SEGMENT TO CAPTURE LARGEST MARKET SHARE IN 2030 114 FIGURE 40 NORTH AMERICA TO ACCOUNT FOR LARGEST SHARE OF MARKET FOR PRIVATE CLOUD IN 2030 117 FIGURE 41 LARGE ENTERPRISES SEGMENT TO HOLD LARGER MARKET SHARE IN 2030 121 FIGURE 42 ASIA PACIFIC TO REGISTER HIGHEST CAGR IN MARKET FOR SMES DURING FORECAST PERIOD 124 FIGURE 43 AI & ML SEGMENT TO EXHIBIT HIGHEST CAGR BETWEEN 2025 AND 2030 126 FIGURE 44 NORTH AMERICA TO ACCOUNT FOR LARGEST SHARE OF GPU AS A SERVICE MARKET FOR HPC DURING FORECAST PERIOD 131 FIGURE 45 ASIA PACIFIC TO RECORD HIGHEST CAGR IN MARKET FOR GAMING & INTERACTIVE MEDIA FROM 2025 TO 2030 137 FIGURE 46 ASIA PACIFIC TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD 142 FIGURE 47 NORTH AMERICA: GPU AS A SERVICE MARKET SNAPSHOT 144 FIGURE 48 EUROPE: GPU AS A SERVICE MARKET SNAPSHOT 153 FIGURE 49 ASIA PACIFIC: GPU AS A SERVICE MARKET SNAPSHOT 168 FIGURE 50 GPU AS A SERVICE MARKET: REVENUE ANALYSIS OF TOP FIVE PLAYERS, 2022–2024 201 FIGURE 51 MARKET SHARE ANALYSIS OF COMPANIES OFFERING GPU AS A SERVICE SOLUTIONS, 2024 201 FIGURE 52 COMPANY VALUATION 204 FIGURE 53 FINANCIAL METRICS (EV/EBITDA) 205 FIGURE 54 BRAND COMPARISON 206 FIGURE 55 GPU AS A SERVICE MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2024 208 FIGURE 56 GPU AS A SERVICE MARKET: COMPANY FOOTPRINT 209 FIGURE 57 GPU AS A SERVICE MARKET: COMPANY EVALUATION MATRIX (STARTUPS/SMES), 2024 217 FIGURE 58 AMAZON WEB SERVICES, INC.: COMPANY SNAPSHOT 225 FIGURE 59 MICROSOFT: COMPANY SNAPSHOT 230 FIGURE 60 GOOGLE: COMPANY SNAPSHOT 234 FIGURE 61 ORACLE: COMPANY SNAPSHOT 238 FIGURE 62 IBM: COMPANY SNAPSHOT 243 FIGURE 63 COREWEAVE: COMPANY SNAPSHOT 248 FIGURE 64 TENCENT CLOUD: COMPANY SNAPSHOT 256

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