Name: Data Center GPU Market by Deployment (Cloud, On-premises), Function (Training, Inference), Application (Generative AI, Machine Learning, Natural Language Processing, Computer Vision), End User (CSP, Enterprises) & Region - Global Forecast to 2030
Brand: MarketsandMarkets
SKU: SE8838
Price: 4950 USD
Availability: InStock

報告摘要

The global data center GPU market was valued at USD 87.32 billion in 2024. It is projected to reach USD 228.04 billion by 2030, at a CAGR of 13.7% during the forecast period of 2025 to 2030. The data center GPU market is growing rapidly due to several key factors, including the widespread adoption of artificial intelligence (AI) and machine learning (ML), increased demand for high-performance computing, and expanding cloud services. Enterprises are utilizing GPUs to improve deep learning, large language models, and data analytics. The rise of generative AI applications and real-time inference systems further boosts the need for robust GPU infrastructure. Investments in hyperscale data centers and government initiatives to support national AI capabilities also play a role in this growth. Major cloud providers like Amazon Web Services, Google Cloud, and Microsoft Azure are enhancing their GPU offerings, while companies like NVIDIA and AMD are launching advanced GPUs tailored for training and inference workloads. “On-premises segment is expected to hold the highest CAGR during the forecast period.” On-premises solutions are expected to have the highest CAGR due to the increasing needs for data protection, low latency, and regulatory compliance in sectors like banking, automotive, retail, and healthcare. Organizations prefer to manage sensitive data with in-house GPU hardware for better control, rather than relying on third-party cloud services. On-premises data centers also allow for customized infrastructure, optimizing workloads for AI tasks that require low latency, which is crucial for real-time applications such as autonomous systems and high-frequency trading. As GPU servers become more affordable, mid-sized enterprises can invest in dedicated infrastructure. On-premises deployment is often preferred in regions with limited cloud connectivity or data sovereignty concerns, such as Asia Pacific, Europe, and the Middle East. “Training segment is projected to record the second-highest CAGR during the forecast period.” The training segment is expected to see the highest growth in the data center GPU market, driven by businesses developing and optimizing large-scale machine learning and AI models. Training deep neural networks for applications like generative AI, computer vision, and natural language processing requires substantial computing power, which GPUs provide effectively. The rise of large language models, including OpenAI's GPT, Meta's LLaMA, and Google's Gemini, is increasing demand for powerful GPUs in technology, finance, and healthcare sectors. These models require extensive training over weeks and large datasets, leading to a need for dedicated GPU clusters. Companies are also creating proprietary AI models for competitive advantage. Cloud providers such as AWS, Microsoft Azure, and Google Cloud are enhancing their GPU-based training infrastructure. With AI at the forefront of business transformation, the demand for training infrastructure is set to grow significantly. “Cloud service providers (CSPs) are expected to hold the highest share of the end-user market in 2030” The Cloud Service Providers (CSPs) segment is expected to command the largest market share in the data center GPU market due to their scale, increasing AI infrastructure spending, and ability to meet the needs of enterprises and developers. Major CSPs like Amazon Web Services, Microsoft Azure, and Google Cloud are rapidly expanding their GPU data centers to meet the rising demand for AI training, inference, data analytics, and cloud gaming. They offer GPU-as-a-Service solutions, allowing companies to access advanced GPU technology without significant upfront investments. Additionally, the rise of foundation models and generative AI drives CSPs to create specialized AI supercomputers with thousands of GPUs. With their global infrastructure and robust developer ecosystems, CSPs are well-positioned to lead the data center GPU market in both revenue and volume. “North America will likely register the second-highest market share in 2030.” North America is expected to lead the data center GPU market due to its advanced technological ecosystem and established cloud infrastructure. Major cloud computing companies like Amazon Web Services, Microsoft Azure, and Google Cloud are creating GPU-based data centers to support AI workloads, high-performance computing, and data analysis. North America also has a strong enterprise customer base across industries like healthcare, finance, automotive, and government, increasingly relying on AI-driven solutions that need GPU acceleration. Significant R&D investments, favorable government policies, and early technology adoption support this leadership. Extensive primary interviews were conducted with key industry experts in the data center GPU market space to determine and verify the market size for various segments and subsegments gathered through secondary research. The breakdown of primary participants for the report is 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 2–10%, and Tier 3–30% • By Designation: C-level executives–10%, Directors–30%, and Others–60% • By Region: Europe–20%, North America–70%, Asia Pacific–5%, and RoW–5% The data center GPU is dominated by a few globally established players, such as NVIDIA Corporation (US), Advanced Micro Devices, Inc. (US), and Intel Corporation (US). Other players include Google Cloud (US), Microsoft (US), Amazon Web Services, Inc. (US), IBM (US), Alibaba Cloud (Singapore), Oracle (US), Tencent Cloud (China), CoreWeave (US), Vast.ai (US), Lambda (US), DigitalOcean (US), and JarvisLabs.ai (India). The study includes an in-depth competitive analysis of these key players in the data center GPU market, with their company profiles, recent developments, and key market strategies. Research Coverage: The report segments the data center GPU market and forecasts its size by deployment (cloud, on-premises), function (training, inference), application (generative AI, machine learning, natural language processing, computer vision), and end user (cloud service providers, enterprises, and government organizations). It also discusses the market’s drivers, restraints, opportunities, and challenges. It gives a detailed view of the market across four main regions (North America, Europe, Asia Pacific, and RoW). The report includes an ecosystem analysis of the key players. Key Benefits of Buying the Report: • Analysis of key drivers (growing adoption of AI and machine learning, demand for high-performance computing, cloud computing expansion, restraints (high costs of GPUs and infrastructure, short product lifecycle), opportunities (growth in autonomous systems, emergence of edge computing, advancements in quantum computing synergy), and challenges (existence of alternative technologies, stringent regulatory framework, supply chain disruptions) • Service Development/Innovation: Detailed insights on upcoming technologies, research and development activities, and new product launches in the data center GPU market • Market Development: Comprehensive information about lucrative markets – the report analyses the data center GPU market across varied regions • Market Diversification: Exhaustive information about new products and services, untapped geographies, recent developments, and investments in the data center GPU market. • Competitive Assessment: In-depth assessment of market shares, growth strategies, and service offerings of leading players, such as NVIDIA Corporation (US), Advanced Micro Devices, Inc. (US), Intel Corporation (US), Google Cloud (US), Microsoft (US), and Amazon Web Services, Inc. (US)

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 28 1.3.2 INCLUSIONS AND EXCLUSIONS 29 1.3.3 YEARS CONSIDERED 30 1.4 CURRENCY CONSIDERED 30 1.5 UNIT CONSIDERED 30 1.6 LIMITATIONS 30 1.7 STAKEHOLDERS 31 1.8 SUMMARY OF CHANGES 31 2 RESEARCH METHODOLOGY 33 2.1 RESEARCH DATA 33 2.1.1 SECONDARY DATA 34 2.1.1.1 List of major secondary sources 34 2.1.1.2 Key data from secondary sources 35 2.1.2 PRIMARY DATA 35 2.1.2.1 List of primary interview participants 36 2.1.2.2 Breakdown of primaries 36 2.1.2.3 Key data from primary sources 36 2.1.2.4 Key industry insights 38 2.1.3 SECONDARY AND PRIMARY RESEARCH 38 2.2 MARKET SIZE ESTIMATION 39 2.2.1 BOTTOM-UP APPROACH 40 2.2.1.1 Approach to estimate market size using bottom-up analysis (demand side) 40 2.2.2 TOP-DOWN APPROACH 41 2.2.2.1 Approach to estimate market size using top-down analysis (supply side) 41 2.3 MARKET BREAKDOWN AND DATA TRIANGULATION 42 2.4 RESEARCH ASSUMPTIONS 43 2.5 RISK ASSESSMENT 44 2.6 RESEARCH LIMITATIONS 44 3 EXECUTIVE SUMMARY 45 4 PREMIUM INSIGHTS 49 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN DATA CENTER GPU MARKET 49 4.2 DATA CENTER GPU MARKET, BY DEPLOYMENT 50 4.3 DATA CENTER GPU MARKET, BY FUNCTION 50 4.4 DATA CENTER GPU MARKET, BY APPLICATION 51 4.5 DATA CENTER GPU MARKET, BY END USER 51 4.6 DATA CENTER GPU MARKET, BY COUNTRY 52 5 MARKET OVERVIEW 53 5.1 INTRODUCTION 53 5.2 MARKET DYNAMICS 53 5.2.1 DRIVERS 54 5.2.1.1 Growing adoption of AI and machine learning 54 5.2.1.2 Growing demand for high performance computing (HPC) 54 5.2.1.3 Cloud computing expansion 55 5.2.2 RESTRAINTS 56 5.2.2.1 High costs of GPUs and infrastructure 56 5.2.2.2 Short product lifecycle 57 5.2.3 OPPORTUNITIES 58 5.2.3.1 Growth in autonomous systems 58 5.2.3.2 Emergence of edge computing 58 5.2.3.3 Advancements in quantum computing synergy 59 5.2.4 CHALLENGES 60 5.2.4.1 Existence of alternative technologies 60 5.2.4.2 Stringent regulatory framework 61 5.2.4.3 Supply chain disruptions 61 5.3 PORTER'S FIVE FORCES ANALYSIS 62 5.4 ECOSYSTEM ANALYSIS 64 5.5 VALUE CHAIN ANALYSIS 65 5.6 REGULATORY LANDSCAPE 67 5.6.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 67 5.6.2 STANDARDS 71 5.6.3 REGULATIONS 73 5.6.3.1 North America 73 5.6.3.1.1 US 73 5.6.3.1.2 Canada 73 5.6.3.2 Europe 73 5.6.3.2.1 Germany 73 5.6.3.2.2 France 73 5.6.3.3 Asia Pacific 73 5.6.3.3.1 Japan 73 5.6.3.3.2 China 73 5.6.3.4 RoW 73 5.6.3.4.1 Brazil 73 5.6.3.4.2 South Africa 74 5.7 TRADE ANALYSIS 74 5.7.1 IMPORT DATA (HS CODE 847330) 74 5.7.2 EXPORT SCENARIO (HS CODE 847330) 75 5.8 PRICING ANALYSIS 76 5.8.1 INDICATIVE PRICING TREND OF DATA CENTER GPU OFFERED BY KEY PLAYERS, BY FUNCTION, 2024 (USD) 76 5.8.2 INDICATIVE PRICING TREND OF DATA CENTER GPUS, BY KEY PLAYER, 2024 77 5.8.3 AVERAGE SELLING PRICE OF DATA CENTER GPUS, BY REGION, 2021–2024 (USD) 80 5.9 TECHNOLOGY ANALYSIS 80 5.9.1 KEY TECHNOLOGIES 80 5.9.1.1 Parallel processing architectures 80 5.9.1.2 High bandwidth memory (HBM) 81 5.9.2 ADJACENT TECHNOLOGIES 81 5.9.2.1 Application-specific integrated circuits (ASIC) 81 5.9.2.2 Field-programmable gate arrays (FPGA) 81 5.9.3 COMPLEMENTARY TECHNOLOGIES 82 5.9.3.1 Non-volatile memory express (NVMe) 82 5.9.3.2 Infiniband 82 5.10 PATENT ANALYSIS 83 5.11 CASE STUDY ANALYSIS 85 5.11.1 DECENTRALIZED DIGITAL WORLD OF MEDIA AND ENTERTAINMENT 85 5.11.2 TERRAY THERAPEUTICS – LEVERAGING GENERATIVE AI FOR SMALL-MOLECULE DRUG DISCOVERY 86 5.11.3 SIEMENS HEALTHINEERS – STREAMLINING CANCER RADIATION THERAPY WITH AI 86 5.11.4 GAC R&D CENTER – BOOSTING VEHICLE AERODYNAMICS WITH NVIDIA GPUS 87 5.11.5 STONE RIDGE TECHNOLOGY – REDUCING COMPOSITIONAL MODEL RUNTIMES WITH ECHELON 2.0 87 5.12 KEY STAKEHOLDERS AND BUYING CRITERIA 88 5.12.1 KEY STAKEHOLDERS IN BUYING PROCESS 88 5.12.2 BUYING CRITERIA 89 5.13 KEY CONFERENCES AND EVENTS, 2025–2026 90 5.14 INVESTMENT AND FUNDING SCENARIO, 2023 Q1–2024 Q2 91 5.15 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 91 5.16 TRUMP IMPACT OVERVIEW 92 5.17 KEY TARIFF RATES 93 5.18 KEY IMPACTS ON VARIOUS REGIONS 94 5.18.1 US 94 5.18.2 EUROPE 95 5.18.3 ASIA PACIFIC 95 5.19 IMPACT ON SUPPLY CHAIN IN ASIA PACIFIC 95 5.20 EXEMPTIONS AND LOOPHOLES FOR GPUS IN TRUMP TARIFFS UNDER USMCA AGREEMENT 96 5.21 END-USE INDUSTRY-LEVEL IMPACT 97 6 GPU-AS-A-SERVICE (GPUAAS) LANDSCAPE 99 6.1 INTRODUCTION 100 6.2 SERVICE MODEL 100 6.2.1 IAAS 102 6.2.1.1 Rise in edge computing and real-time data processing to boost segmental growth 102 6.2.2 PAAS 108 6.2.2.1 Cost efficiency, scalability, and operational simplicity to contribute to segmental growth 108 6.3 DEPLOYMENT 114 6.3.1 PUBLIC CLOUD 115 6.3.1.1 Scalability and high-performance computing capabilities to augment segmental growth 115 6.3.2 PRIVATE CLOUD 116 6.3.2.1 Enhanced control, security, and customization to foster segmental growth 116 6.3.3 HYBRID CLOUD 118 6.3.3.1 Ability to handle dynamic workloads and data security to accelerate segmental growth 118 7 DATA CENTER GPU MARKET, BY DEPLOYMENT 119 7.1 INTRODUCTION 120 7.2 CLOUD 121 7.2.1 INCREASING FLEXIBILITY, SCALABILITY, AND COST EFFICIENCY TO DRIVE GROWTH 121 7.3 ON-PREMISES 123 7.3.1 GROWING DEMAND FOR CONTROL AND PERFORMANCE DRIVES ON-PREMISE GPU DEPLOYMENTS 123 8 DATA CENTER GPU MARKET, BY FUNCTION 124 8.1 INTRODUCTION 125 8.2 TRAINING 126 8.2.1 GPU-DRIVEN PARALLEL PROCESSING ACCELERATES MACHINE LEARNING MODEL DEVELOPMENT IN DATA CENTERS 126 8.3 INFERENCE 127 8.3.1 REAL-TIME DECISION-MAKING DRIVES DEMAND FOR LOW-LATENCY GPU INFERENCE IN DATA CENTERS 127 9 DATA CENTER GPU MARKET, BY APPLICATION 129 9.1 INTRODUCTION 130 9.2 GENERATIVE AI 132 9.2.1 GENERATIVE AI UNLEASHES UNPRECEDENTED GPU DEMAND IN DATA CENTERS 132 9.2.2 RULE-BASED MODELS 132 9.2.3 STATISTICAL MODELS 133 9.2.4 DEEP LEARNING 134 9.2.5 GENERATIVE ADVERSARIAL NETWORKS (GANS) 135 9.2.6 AUTOENCODERS 136 9.2.7 CONVOLUTIONAL NEURAL NETWORKS (CNNS) 137 9.2.8 TRANSFORMER MODELS 138 9.3 MACHINE LEARNING 139 9.3.1 MACHINE LEARNING’S EXPANDING FOOTPRINT DRIVES DATA CENTER GPU GROWTH 139 9.4 NATURAL LANGUAGE PROCESSING 140 9.4.1 GPU ACCELERATION DRIVES NLP’S DATA CENTER DOMINANCE 140 9.5 COMPUTER VISION 141 9.5.1 GPU-POWERED COMPUTER VISION DRIVES DATA CENTER GROWTH 141 10 DATA CENTER GPU MARKET, BY END USER 143 10.1 INTRODUCTION 144 10.2 CLOUD SERVICE PROVIDERS 145 10.2.1 RISING USE OF DATA CENTER GPUS FOR AI AND MACHINE LEARNING APPLICATIONS TO DRIVE MARKET 145 10.3 ENTERPRISES 147 10.3.1 ENTERPRISE AI ADOPTION FUELS ROBUST GROWTH IN DATA CENTER GPU DEMAND 147 10.3.2 HEALTHCARE 148 10.3.2.1 Growing use of machine learning (ML) and deep learning (DL) models in medical field to propel market 148 10.3.3 BFSI 150 10.3.3.1 Increased use of HPC by BFSI enterprises to drive market 150 10.3.4 AUTOMOTIVE 151 10.3.4.1 Rising popularity of autonomous cars to fuel adoption of GPUs 151 10.3.5 RETAIL & E-COMMERCE 152 10.3.5.1 Rising need to handle massive amounts of retail and e-commerce data to accelerate adoption of GPUs 152 10.3.6 MEDIA & ENTERTAINMENT 153 10.3.6.1 Increasing use of AI for content creation and recommendation to drive market 153 10.3.7 OTHERS 154 10.4 GOVERNMENT ORGANIZATIONS 156 10.4.1 RISING ADOPTION OF AI BY GOVERNMENT ORGANIZATIONS FOR NATIONAL SECURITY TO DRIVE MARKET 156 11 DATA CENTER GPU MARKET, BY REGION 158 11.1 INTRODUCTION 159 11.2 NORTH AMERICA 160 11.2.1 MACROECONOMIC OUTLOOK FOR NORTH AMERICA 160 11.2.2 US 164 11.2.2.1 High demand for GPUs from AI workloads to drive market 164 11.2.3 CANADA 165 11.2.3.1 Strategic government initiatives to boost market growth 165 11.2.4 MEXICO 166 11.2.4.1 Increasing investments in Mexico by hyperscalers to support market growth 166 11.3 EUROPE 166 11.3.1 MACROECONOMIC OUTLOOK FOR EUROPE 167 11.3.2 GERMANY 172 11.3.2.1 Increasing adoption of automation solutions in automotive industry to drive market 172 11.3.3 UK 173 11.3.3.1 Strong demand from essential IT services and advent for new startups to drive market 173 11.3.4 FRANCE 173 11.3.4.1 Significant AI investments to drive market 173 11.3.5 ITALY 174 11.3.5.1 Partnerships between technology providers and government incentives drive market 174 11.3.6 SPAIN 174 11.3.6.1 Surging investments by hyperscalers and other companies to drive market 174 11.3.7 POLAND 175 11.3.7.1 Growing cloud adoption and AI investments to boost market opportunities 175 11.3.8 NORDICS 175 11.3.8.1 Rising adoption of accelerated computing technologies in data center to drive market 175 11.3.9 REST OF EUROPE 176 11.4 ASIA PACIFIC 176 11.4.1 MACROECONOMIC OUTLOOK FOR ASIA PACIFIC 177 11.4.2 CHINA 182 11.4.2.1 Rapid government funding and initiatives to drive market 182 11.4.3 SOUTH KOREA 183 11.4.3.1 Rising investment and need for real-time data processing to drive market 183 11.4.4 JAPAN 183 11.4.4.1 Increasing hyperscaler investments to drive market 183 11.4.5 INDIA 184 11.4.5.1 Government initiatives and incentives to drive market 184 11.4.6 AUSTRALIA 184 11.4.6.1 Domestic HPC push signals Australia’s commitment to AI advancement 184 11.4.7 INDONESIA 185 11.4.7.1 Indonesia’s digital ambition drives significant investment 185 11.4.8 MALAYSIA 185 11.4.8.1 Global cloud leaders drive massive data center GPU expansion in Malaysia 185 11.4.9 THAILAND 186 11.4.9.1 Strategic location and policies position Thailand for HPC leadership 186 11.4.10 VIETNAM 186 11.4.10.1 NVIDIA’s strategic partnerships catalyze market 186 11.4.11 REST OF ASIA PACIFIC 187 11.5 ROW 187 11.5.1 MACROECONOMIC OUTLOOK FOR ROW 187 11.5.2 SOUTH AMERICA 192 11.5.2.1 Global players investing in region for data center infrastructure to drive demand 192 11.5.3 AFRICA 192 11.5.3.1 Rising focus of manufacturing firms on streamlining workflow and improving product quality to create opportunities 192 11.5.4 MIDDLE EAST 193 11.5.4.1 Booming AI initiatives to drive demand 193 11.5.4.2 GCC 194 11.5.4.3 Bahrain 195 11.5.4.3.1 Increased government initiatives to drive market 195 11.5.4.4 Kuwait 195 11.5.4.4.1 Kuwait accelerates GPU-driven digital transformation with national cloud and AI initiatives 195 11.5.4.5 Oman 195 11.5.4.5.1 Regional HPC hub with GPU-backed data center growth 195 11.5.4.6 Qatar 196 11.5.4.6.1 Qatar scales AI infrastructure with GPU investments ahead of smart city and research expansion 196 11.5.4.7 Saudi Arabia 196 11.5.4.7.1 Leads Gulf GPU market with hyperscale AI data center mega projects 196 11.5.4.8 United Arab Emirates (UAE) 196 11.5.4.8.1 UAE advances AI supercomputing ambitions through massive GPU-powered data center investments 196 11.5.4.9 Rest of Middle East 196 12 COMPETITIVE LANDSCAPE 198 12.1 OVERVIEW 198 12.2 KEY PLAYER STRATEGIES/RIGHT TO WIN, 2022–2025 198 12.3 REVENUE ANALYSIS, 2018–2022 200 12.4 MARKET SHARE ANALYSIS, 2024 201 12.5 COMPANY VALUATION AND FINANCIAL METRICS 202 12.6 BRAND/PRODUCT COMPARISON 203 12.7 COMPANY EVALUATION MATRIX FOR DATA CENTER GPUS: KEY PLAYERS, 2024 204 12.7.1 STARS 204 12.7.2 EMERGING LEADERS 204 12.7.3 PERVASIVE PLAYERS 204 12.7.4 PARTICIPANTS 204 12.8 COMPANY EVALUATION MATRIX FOR GPU-AS-A-SERVICE (GPUAAS): KEY PLAYERS, 2024 206 12.8.1 STARS 206 12.8.2 EMERGING LEADERS 206 12.8.3 PERVASIVE PLAYERS 206 12.8.4 PARTICIPANTS 206 12.8.5 COMPANY FOOTPRINT: KEY PLAYERS, 2024 208 12.8.5.1 Company footprint 208 12.8.5.2 Regional footprint 209 12.8.5.3 Deployment footprint 210 12.8.5.4 Function footprint 211 12.8.5.5 End user footprint 212 12.9 COMPANY EVALUATION MATRIX FOR GPU-AS-A-SERVICE (GPUAAS): STARTUPS/SMES, 2024 213 12.9.1 PROGRESSIVE COMPANIES 213 12.9.2 RESPONSIVE COMPANIES 213 12.9.3 DYNAMIC COMPANIES 213 12.9.4 STARTING BLOCKS 213 12.9.5 COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2024 215 12.9.5.1 Detailed list of key startups/SMEs 215 12.9.5.2 Detailed list of key startups/SMEs 216 12.10 COMPETITIVE SCENARIO AND TRENDS 216 12.10.1 PRODUCT LAUNCHES 216 12.10.2 DEALS 218 13 COMPANY PROFILES 220 13.1 KEY PLAYERS 220 13.1.1 NVIDIA CORPORATION 220 13.1.1.1 Business overview 220 13.1.1.2 Products/Solutions/Services offered 221 13.1.1.3 Recent developments 224 13.1.1.3.1 Product launches 224 13.1.1.3.2 Deals 224 13.1.1.4 MnM view 225 13.1.1.4.1 Key strengths 225 13.1.1.4.2 Strategic choices 225 13.1.1.4.3 Weaknesses and competitive threats 225 13.1.2 ADVANCED MICRO DEVICES, INC. 226 13.1.2.1 Business overview 226 13.1.2.2 Products/Solutions/Services offered 227 13.1.2.3 Recent developments 229 13.1.2.3.1 Product launches 229 13.1.2.3.2 Deals 230 13.1.2.4 MnM view 231 13.1.2.4.1 Key strengths 231 13.1.2.4.2 Strategic choices 231 13.1.2.4.3 Weaknesses and competitive threats 231 13.1.3 INTEL CORPORATION 232 13.1.3.1 Business overview 232 13.1.3.2 Products/Solutions/Services offered 233 13.1.3.3 Recent developments 235 13.1.3.3.1 Product launches 235 13.1.3.3.2 Deals 235 13.1.3.4 MnM view 236 13.1.3.4.1 Key strengths 236 13.1.3.4.2 Strategic choices 236 13.1.3.4.3 Weaknesses and competitive threats 236 13.1.4 GOOGLE 237 13.1.4.1 Business overview 237 13.1.4.2 Recent developments 239 13.1.4.2.1 Product launches 239 13.1.4.2.2 Deals 239 13.1.4.3 MnM view 240 13.1.4.3.1 Key strengths 240 13.1.4.3.2 Strategic choices 240 13.1.4.3.3 Weaknesses and competitive threats 240 13.1.5 MICROSOFT 241 13.1.5.1 Business overview 241 13.1.5.2 Products/Solutions/Services offered 242 13.1.5.3 Recent developments 243 13.1.5.3.1 Deals 243 13.1.5.4 MnM view 244 13.1.5.4.1 Key strengths 244 13.1.5.4.2 Strategic choices 244 13.1.5.4.3 Weaknesses and competitive threats 244 13.1.6 AMAZON WEB SERVICES, INC. 245 13.1.6.1 Business overview 245 13.1.6.2 Products/Solutions/Services offered 246 13.1.6.3 Recent developments 247 13.1.6.3.1 Product launches 247 13.1.6.3.2 Deals 248 13.1.7 IBM 249 13.1.7.1 Business overview 249 13.1.7.2 Products/Solutions/Services offered 250 13.1.7.3 Recent developments 251 13.1.7.3.1 Product launches 251 13.1.7.3.2 Deals 252 13.1.8 ALIBABA CLOUD 253 13.1.8.1 Business overview 253 13.1.8.2 Products/Solutions/Services offered 253 13.1.8.3 Recent developments 254 13.1.8.3.1 Product launches 254 13.1.8.3.2 Deals 254 13.1.9 ORACLE 255 13.1.9.1 Business overview 255 13.1.9.2 Products/Solutions/Services offered 257 13.1.9.3 Recent developments 257 13.1.9.3.1 Product launches 257 13.1.9.3.2 Deals 258 13.1.10 COREWEAVE. 259 13.1.10.1 Business overview 259 13.1.10.2 Products/Solutions/Services offered 260 13.1.10.3 Recent developments 261 13.1.10.3.1 Deals 261 13.1.11 TENCENT CLOUD 262 13.1.11.1 Business overview 262 13.1.11.2 Products/Solutions/Services offered 263 13.1.11.3 Recent developments 263 13.1.11.3.1 Expansions 263 13.1.12 LAMBDA 264 13.1.12.1 Business overview 264 13.1.12.2 Products/Solutions/Services offered 264 13.1.12.3 Recent developments 265 13.1.12.3.1 Deals 265 13.2 OTHER PLAYERS 266 13.2.1 VAST.AI 266 13.2.2 RUNPOD 267 13.2.3 SCALEMATRIX HOLDINGS, INC. 268 13.2.4 DIGITALOCEAN 269 13.2.5 JARVISLABS.AI 270 13.2.6 FLUIDSTACK 271 13.2.7 OVH SAS 272 13.2.8 E2E NETWORKS LIMITED 273 13.2.9 ACE CLOUD 274 13.2.10 SNOWCELL 275 13.2.11 LINODE LLC 275 13.2.12 YOTTA DATA SERVICES PVT LTD. 276 13.2.13 VULTR 277 13.2.14 RACKSPACE TECHNOLOGY 278 13.2.15 GCORE 279 13.2.16 NEBIUS B.V. 280 14 APPENDIX 281 14.1 INSIGHTS FROM INDUSTRY EXPERTS 281 14.2 DISCUSSION GUIDE 282 14.3 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 284 14.4 CUSTOMIZATION OPTIONS 286 14.5 RELATED REPORTS 286 14.6 AUTHOR DETAILS 287

圖表清單 List of Tables & Figures

TABLE 1 DATA CENTER GPU MARKET: RISK ANALYSIS 44 TABLE 2 DATA CENTER GPU MARKET: PORTER'S FIVE FORCES ANALYSIS 62 TABLE 3 ROLE OF PLAYERS IN DATA CENTER GPU ECOSYSTEM 65 TABLE 4 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 67 TABLE 5 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 68 TABLE 6 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 70 TABLE 7 ROW: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 71 TABLE 8 STANDARDS 71 TABLE 9 IMPORT DATA FOR HS CODE 847330-COMPLIANT PRODUCTS, BY COUNTRY, 2020–2024 (USD MILLION) 75 TABLE 10 EXPORT DATA FOR HS CODE 847950-COMPLIANT PRODUCTS, BY COUNTRY, 2020–2024 (USD MILLION) 76 TABLE 11 INDICATIVE PRICING TREND OF DATA CENTER GPU OFFERED BY KEY PLAYERS, BY FUNCTION, 2024 (USD) 76 TABLE 12 INDICATIVE PRICING TREND OF DATA CENTER GPUS, BY KEY PLAYER, 2024 77 TABLE 13 AVERAGE SELLING PRICE TREND OF DATA CENTER GPU, BY REGION, 2021–2024 (USD) 80 TABLE 14 LIST OF APPLIED/GRANTED PATENTS RELATED TO DATA CENTER GPU, JANUARY 2025 84 TABLE 15 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 END USERS (%) 88 TABLE 16 KEY BUYING CRITERIA FOR TOP 3 END USERS 89 TABLE 17 KEY CONFERENCES AND EVENTS, 2025–2026 90 TABLE 18 US ADJUSTED RECIPROCAL TARIFF RATES 93 TABLE 19 EXEMPTED PRODUCTS (BY HS CODE) FROM CANADA AND MEXICO TO US UNDER USMCA (US-MEXICO-CANADA) AGREEMENT 96 TABLE 20 GPU-AS-A-SERVICE MARKET, BY SERVICE MODEL, 2021–2024 (USD MILLION) 101 TABLE 21 GPU-AS-A-SERVICE MARKET, BY SERVICE MODEL, 2025–2030 (USD MILLION) 101 TABLE 22 IAAS MARKET, BY REGION, 2021–2024 (USD MILLION) 102 TABLE 23 IAAS MARKET, BY REGION, 2025–2030 (USD MILLION) 103 TABLE 24 NORTH AMERICA: IAAS MARKET, BY COUNTRY, 2021–2024 (USD MILLION) 103 TABLE 25 NORTH AMERICA: IAAS MARKET, BY COUNTRY, 2025–2030 (USD MILLION) 103 TABLE 26 EUROPE: IAAS MARKET, BY COUNTRY, 2021–2024 (USD MILLION) 104 TABLE 27 EUROPE: IAAS MARKET, BY COUNTRY, 2025–2030 (USD MILLION) 104 TABLE 28 ASIA PACIFIC: IAAS MARKET, BY COUNTRY, 2021–2024 (USD MILLION) 105 TABLE 29 ASIA PACIFIC: IAAS MARKET, BY COUNTRY, 2025–2030 (USD MILLION) 105 TABLE 30 ROW: IAAS MARKET, BY REGION, 2021–2024 (USD MILLION) 106 TABLE 31 ROW: IAAS MARKET, BY REGION, 2025–2030 (USD MILLION) 106 TABLE 32 MIDDLE EAST: IAAS MARKET, BY COUNTRY, 2021–2024 (USD MILLION) 106 TABLE 33 MIDDLE EAST: IAAS MARKET, BY COUNTRY, 2025–2030 (USD MILLION) 107 TABLE 34 AFRICA: IAAS MARKET, BY COUNTRY, 2021–2024 (USD MILLION) 107 TABLE 35 AFRICA: IAAS MARKET, BY COUNTRY, 2025–2030 (USD MILLION) 107 TABLE 36 PAAS MARKET, BY REGION, 2021–2024 (USD MILLION) 109 TABLE 37 PAAS MARKET, BY REGION, 2025–2030 (USD MILLION) 109 TABLE 38 NORTH AMERICA: PAAS MARKET, BY COUNTRY, 2021–2024 (USD MILLION) 110 TABLE 39 NORTH AMERICA: PAAS MARKET, BY COUNTRY, 2025–2030 (USD MILLION) 110 TABLE 40 EUROPE: PAAS MARKET, BY COUNTRY, 2021–2024 (USD MILLION) 110 TABLE 41 EUROPE: PAAS MARKET, BY COUNTRY, 2025–2030 (USD MILLION) 111 TABLE 42 ASIA PACIFIC: PAAS MARKET, BY COUNTRY, 2021–2024 (USD MILLION) 111 TABLE 43 ASIA PACIFIC: PAAS MARKET, BY COUNTRY, 2025–2030 (USD MILLION) 112 TABLE 44 ROW: PAAS MARKET, BY REGION, 2021–2024 (USD MILLION) 112 TABLE 45 ROW: PAAS MARKET, BY REGION, 2025–2030 (USD MILLION) 112 TABLE 46 MIDDLE EAST: PAAS MARKET, BY COUNTRY, 2021–2024 (USD MILLION) 113 TABLE 47 MIDDLE EAST: PAAS MARKET, BY COUNTRY, 2025–2030 (USD MILLION) 113 TABLE 48 AFRICA: PAAS MARKET, BY COUNTRY, 2021–2024 (USD MILLION) 113 TABLE 49 AFRICA: PAAS MARKET, BY COUNTRY, 2025–2030 (USD MILLION) 113 TABLE 50 GPU-AS-A-SERVICE MARKET, BY DEPLOYMENT, 2021–2024 (USD MILLION) 114 TABLE 51 GPU-AS-A-SERVICE MARKET, BY DEPLOYMENT, 2025–2030 (USD MILLION) 115 TABLE 52 PUBLIC CLOUD: GPU-AS-A-SERVICE MARKET, BY REGION, 2021–2024 (USD MILLION) 116 TABLE 53 PUBLIC CLOUD: GPU-AS-A-SERVICE MARKET, BY REGION, 2025–2030 (USD MILLION) 116 TABLE 54 PRIVATE CLOUD: GPU-AS-A-SERVICE MARKET, BY REGION, 2021–2024 (USD MILLION) 117 TABLE 55 PRIVATE CLOUD: GPU-AS-A-SERVICE MARKET, BY REGION, 2025–2030 (USD MILLION) 117 TABLE 56 HYBRID CLOUD: GPU-AS-A-SERVICE MARKET, BY REGION, 2021–2024 (USD MILLION) 118 TABLE 57 HYBRID CLOUD: GPU-AS-A-SERVICE MARKET, BY REGION, 2025–2030 (USD MILLION) 118 TABLE 58 DATA CENTER GPU MARKET, BY DEPLOYMENT, 2021–2024 (USD MILLION) 120 TABLE 59 DATA CENTER GPU MARKET, BY DEPLOYMENT, 2025–2030 (USD MILLION) 121 TABLE 60 CLOUD: DATA CENTER GPU MARKET, BY REGION, 2021–2024 (USD MILLION) 122 TABLE 61 CLOUD: DATA CENTER GPU MARKET, BY REGION, 2025–2030 (USD MILLION) 122 TABLE 62 ON-PREMISES: DATA CENTER GPU MARKET, BY REGION, 2021–2024 (USD MILLION) 123 TABLE 63 ON-PREMISES: DATA CENTER GPU MARKET, BY REGION, 2025–2030 (USD MILLION) 123 TABLE 64 DATA CENTER GPU MARKET, BY FUNCTION, 2021–2024 (USD MILLION) 125 TABLE 65 DATA CENTER GPU MARKET, BY FUNCTION, 2025–2030 (USD MILLION) 126 TABLE 66 DATA CENTER GPU MARKET, BY FUNCTION, 2021–2024 (THOUSAND UNITS) 126 TABLE 67 DATA CENTER GPU MARKET, BY FUNCTION, 2025–2030 (THOUSAND UNITS) 126 TABLE 68 TRAINING: DATA CENTER GPU MARKET, BY REGION, 2021–2024 (USD MILLION) 127 TABLE 69 TRAINING: DATA CENTER GPU MARKET, BY REGION, 2025–2030 (USD MILLION) 127 TABLE 70 INFERENCE: DATA CENTER GPU MARKET, BY REGION, 2021–2024 (USD MILLION) 128 TABLE 71 INFERENCE: DATA CENTER GPU MARKET, BY REGION, 2025–2030 (USD MILLION) 128 TABLE 72 DATA CENTER GPU MARKET, BY APPLICATION, 2021–2024 (USD MILLION) 130 TABLE 73 DATA CENTER GPU MARKET, BY APPLICATION, 2025–2030 (USD MILLION) 131 TABLE 74 DATA CENTER GPU MARKET FOR GENERATIVE AI, BY TYPE, 2021–2024 (USD MILLION) 131 TABLE 75 DATA CENTER GPU MARKET FOR GENERATIVE AI, BY TYPE, 2025–2030 (USD MILLION) 131 TABLE 76 GENERATIVE AI: DATA CENTER GPU MARKET, BY END USER, 2021–2024 (USD MILLION) 132 TABLE 77 GENERATIVE AI: DATA CENTER GPU MARKET, BY END USER, 2025–2030 (USD MILLION) 132 TABLE 78 RULE-BASED MODELS: DATA CENTER GPU MARKET, BY END USER, 2021–2024 (USD MILLION) 133 TABLE 79 RULE-BASED MODELS: DATA CENTER GPU MARKET, BY END USER, 2025–2030 (USD MILLION) 133 TABLE 80 STATISTICAL MODELS: DATA CENTER GPU MARKET, BY END USER, 2021–2024 (USD MILLION) 134 TABLE 81 STATISTICAL MODELS: DATA CENTER GPU MARKET, BY END USER, 2025–2030 (USD MILLION) 134 TABLE 82 DEEP LEARNING: DATA CENTER GPU MARKET, BY END USER, 2021–2024 (USD MILLION) 135 TABLE 83 DEEP LEARNING: DATA CENTER GPU MARKET, BY END USER, 2025–2030 (USD MILLION) 135 TABLE 84 GENERATIVE ADVERSARIAL NETWORKS (GANS): DATA CENTER GPU MARKET, BY END USER, 2021–2024 (USD MILLION) 136 TABLE 85 GENERATIVE ADVERSARIAL NETWORKS (GANS): DATA CENTER GPU MARKET, BY END USER, 2025–2030 (USD MILLION) 136 TABLE 86 AUTOENCODERS: DATA CENTER GPU MARKET, BY END USER, 2021–2024 (USD MILLION) 137 TABLE 87 AUTOENCODERS: DATA CENTER GPU MARKET, BY END USER, 2025–2030 (USD MILLION) 137 TABLE 88 CONVOLUTIONAL NEURAL NETWORKS (CNNS): DATA CENTER GPU MARKET, BY END USER, 2021–2024 (USD MILLION) 138 TABLE 89 CONVOLUTIONAL NEURAL NETWORKS (CNNS): DATA CENTER GPU MARKET, BY END USER, 2025–2030 (USD MILLION) 138 TABLE 90 TRANSFORMER MODELS: DATA CENTER GPU MARKET, BY END USER, 2021–2024 (USD MILLION) 139 TABLE 91 TRANSFORMER MODELS: DATA CENTER GPU MARKET, BY END USER, 2025–2030 (USD MILLION) 139 TABLE 92 MACHINE LEARNING: DATA CENTER GPU MARKET, BY END USER, 2021–2024 (USD MILLION) 140 TABLE 93 MACHINE LEARNING: DATA CENTER GPU MARKET, BY END USER, 2025–2030 (USD MILLION) 140 TABLE 94 NATURAL LANGUAGE PROCESSING: DATA CENTER GPU MARKET, BY END USER, 2021–2024 (USD MILLION) 141 TABLE 95 NATURAL LANGUAGE PROCESSING: DATA CENTER GPU MARKET, BY END USER, 2025–2030 (USD MILLION) 141 TABLE 96 COMPUTER VISION: DATA CENTER GPU MARKET, BY END USER, 2021–2024 (USD MILLION) 142 TABLE 97 COMPUTER VISION: DATA CENTER GPU MARKET, BY END USER, 2025–2030 (USD MILLION) 142 TABLE 98 DATA CENTER GPU MARKET, BY END USER, 2021–2024 (USD MILLION) 144 TABLE 99 DATA CENTER GPU MARKET, BY END USER, 2025–2030 (USD MILLION) 144 TABLE 100 DATA CENTER GPU MARKET, BY ENTERPRISE TYPE, 2021–2024 (USD MILLION) 145 TABLE 101 DATA CENTER GPU MARKET, BY ENTERPRISE TYPE, 2025–2030 (USD MILLION) 145 TABLE 102 CLOUD SERVICE PROVIDER: DATA CENTER GPU MARKET, BY REGION, 2021–2024 (USD MILLION) 146 TABLE 103 CLOUD SERVICE PROVIDER: DATA CENTER GPU MARKET, BY REGION, 2025–2030 (USD MILLION) 146 TABLE 104 CLOUD SERVICE PROVIDER: DATA CENTER GPU MARKET, BY APPLICATION, 2021–2024 (USD MILLION) 147 TABLE 105 CLOUD SERVICE PROVIDER: DATA CENTER GPU MARKET, BY APPLICATION, 2025–2030 (USD MILLION) 147 TABLE 106 ENTERPRISES: DATA CENTER GPU MARKET, BY REGION, 2021–2024 (USD MILLION) 147 TABLE 107 ENTERPRISES: DATA CENTER GPU MARKET, BY REGION, 2025–2030 (USD MILLION) 148 TABLE 108 ENTERPRISES: DATA CENTER GPU MARKET, BY APPLICATION, 2021–2024 (USD MILLION) 148 TABLE 109 ENTERPRISES: DATA CENTER GPU MARKET, BY APPLICATION, 2025–2030 (USD MILLION) 148 TABLE 110 HEALTHCARE: DATA CENTER GPU MARKET, BY REGION, 2021–2024 (USD MILLION) 149 TABLE 111 HEALTHCARE: DATA CENTER GPU MARKET, BY REGION, 2025–2030 (USD MILLION) 149 TABLE 112 BFSI: DATA CENTER GPU MARKET, BY REGION, 2021–2024 (USD MILLION) 150 TABLE 113 BFSI: DATA CENTER GPU MARKET, BY REGION, 2025–2030 (USD MILLION) 151 TABLE 114 AUTOMOTIVE: DATA CENTER GPU MARKET, BY REGION, 2021–2024 (USD MILLION) 152 TABLE 115 AUTOMOTIVE: DATA CENTER GPU MARKET, BY REGION, 2025–2030 (USD MILLION) 152 TABLE 116 RETAIL & E-COMMERCE: DATA CENTER GPU MARKET, BY REGION, 2021–2024 (USD MILLION) 153 TABLE 117 RETAIL & E-COMMERCE: DATA CENTER GPU MARKET, BY REGION, 2025–2030 (USD MILLION) 153 TABLE 118 MEDIA & ENTERTAINMENT: DATA CENTER GPU MARKET, BY REGION, 2021–2024 (USD MILLION) 154 TABLE 119 MEDIA & ENTERTAINMENT: DATA CENTER GPU MARKET, BY REGION, 2025–2030 (USD MILLION) 154 TABLE 120 OTHERS: DATA CENTER GPU MARKET, BY REGION, 2021–2024 (USD MILLION) 155 TABLE 121 OTHERS: DATA CENTER GPU MARKET, BY REGION, 2025–2030 (USD MILLION) 155 TABLE 122 GOVERNMENT ORGANIZATIONS: DATA CENTER GPU MARKET, BY REGION, 2021–2024 (USD MILLION) 156 TABLE 123 GOVERNMENT ORGANIZATIONS: DATA CENTER GPU MARKET, BY REGION, 2025–2030 (USD MILLION) 157 TABLE 124 GOVERNMENT ORGANIZATIONS: DATA CENTER GPU MARKET, BY APPLICATION, 2021–2024 (USD MILLION) 157 TABLE 125 GOVERNMENT ORGANIZATIONS: DATA CENTER GPU MARKET, BY APPLICATION, 2025–2030 (USD MILLION) 157 TABLE 126 DATA CENTER GPU MARKET, BY REGION, 2021–2024 (USD MILLION) 159 TABLE 127 DATA CENTER GPU MARKET, BY REGION, 2025–2030 (USD MILLION) 160 TABLE 128 NORTH AMERICA: DATA CENTER GPU MARKET, BY COUNTRY, 2021–2024 (USD MILLION) 162 TABLE 129 NORTH AMERICA: DATA CENTER GPU MARKET, BY COUNTRY, 2025–2030 (USD MILLION) 162 TABLE 130 NORTH AMERICA: DATA CENTER GPU MARKET, BY DEPLOYMENT, 2021–2024 (USD MILLION) 162 TABLE 131 NORTH AMERICA: DATA CENTER GPU MARKET, BY DEPLOYMENT, 2025–2030 (USD MILLION) 162 TABLE 132 NORTH AMERICA: DATA CENTER GPU MARKET, BY FUNCTION, 2021–2024 (USD MILLION) 163 TABLE 133 NORTH AMERICA: DATA CENTER GPU MARKET, BY FUNCTION, 2025–2030 (USD MILLION) 163 TABLE 134 NORTH AMERICA: DATA CENTER GPU MARKET, BY END USER, 2021–2024 (USD MILLION) 163 TABLE 135 NORTH AMERICA: DATA CENTER GPU MARKET, BY END USER, 2025–2030 (USD MILLION) 163 TABLE 136 NORTH AMERICA: DATA CENTER GPU MARKET, BY ENTERPRISE TYPE, 2021–2024 (USD MILLION) 164 TABLE 137 NORTH AMERICA: DATA CENTER GPU MARKET, BY ENTERPRISE TYPE, 2025–2030 (USD MILLION) 164 TABLE 138 EUROPE: DATA CENTER GPU MARKET, BY COUNTRY, 2021–2024 (USD MILLION) 169 TABLE 139 EUROPE: DATA CENTER GPU MARKET, BY COUNTRY, 2025–2030 (USD MILLION) 170 TABLE 140 EUROPE: DATA CENTER GPU MARKET, BY DEPLOYMENT, 2021–2024 (USD MILLION) 170 TABLE 141 EUROPE: DATA CENTER GPU MARKET, BY DEPLOYMENT, 2025–2030 (USD MILLION) 170 TABLE 142 EUROPE: DATA CENTER GPU MARKET, BY FUNCTION, 2021–2024 (USD MILLION) 170 TABLE 143 EUROPE: DATA CENTER GPU MARKET, BY FUNCTION, 2025–2030 (USD MILLION) 171 TABLE 144 EUROPE: DATA CENTER GPU MARKET, BY END USER, 2021–2024 (USD MILLION) 171 TABLE 145 EUROPE: DATA CENTER GPU MARKET, BY END USER, 2025–2030 (USD MILLION) 171 TABLE 146 EUROPE: DATA CENTER GPU MARKET, BY ENTERPRISE TYPE, 2021–2024 (USD MILLION) 171 TABLE 147 EUROPE: DATA CENTER GPU MARKET, BY ENTERPRISE TYPE, 2025–2030 (USD MILLION) 172 TABLE 148 ASIA PACIFIC: DATA CENTER GPU MARKET, BY COUNTRY, 2021–2024 (USD MILLION) 179 TABLE 149 ASIA PACIFIC: DATA CENTER GPU MARKET, BY COUNTRY, 2025–2030 (USD MILLION) 180 TABLE 150 ASIA PACIFIC: DATA CENTER GPU MARKET, BY DEPLOYMENT, 2021–2024 (USD MILLION) 180 TABLE 151 ASIA PACIFIC: DATA CENTER GPU MARKET, BY DEPLOYMENT, 2025–2030 (USD MILLION) 180 TABLE 152 ASIA PACIFIC: DATA CENTER GPU MARKET, BY FUNCTION, 2021–2024 (USD MILLION) 180 TABLE 153 ASIA PACIFIC: DATA CENTER GPU MARKET, BY FUNCTION, 2025–2030 (USD MILLION) 181 TABLE 154 ASIA PACIFIC: DATA CENTER GPU MARKET, BY END USER, 2021–2024 (USD MILLION) 181 TABLE 155 ASIA PACIFIC: DATA CENTER GPU MARKET, BY END USER, 2025–2030 (USD MILLION) 181 TABLE 156 ASIA PACIFIC: DATA CENTER GPU MARKET, BY ENTERPRISE TYPE, 2021–2024 (USD MILLION) 181 TABLE 157 ASIA PACIFIC: DATA CENTER GPU MARKET, BY ENTERPRISE TYPE, 2025–2030 (USD MILLION) 182 TABLE 158 ROW: DATA CENTER GPU MARKET, BY REGION, 2021–2024 (USD MILLION) 189 TABLE 159 ROW: DATA CENTER GPU MARKET, BY REGION, 2025–2030 (USD MILLION) 189 TABLE 160 ROW: DATA CENTER GPU MARKET, BY DEPLOYMENT, 2021–2024 (USD MILLION) 189 TABLE 161 ROW: DATA CENTER GPU MARKET, BY DEPLOYMENT, 2025–2030 (USD MILLION) 190 TABLE 162 ROW: DATA CENTER GPU MARKET, BY FUNCTION, 2021–2024 (USD MILLION) 190 TABLE 163 ROW: DATA CENTER GPU MARKET, BY FUNCTION, 2025–2030 (USD MILLION) 190 TABLE 164 ROW: DATA CENTER GPU MARKET, BY END USER, 2021–2024 (USD MILLION) 190 TABLE 165 ROW: DATA CENTER GPU MARKET, BY END USER, 2025–2030 (USD MILLION) 191 TABLE 166 ROW: DATA CENTER GPU MARKET, BY ENTERPRISE TYPE, 2021–2024 (USD MILLION) 191 TABLE 167 ROW: DATA CENTER GPU MARKET, BY ENTERPRISE TYPE, 2025–2030 (USD MILLION) 191 TABLE 168 AFRICA: DATA CENTER GPU MARKET, BY COUNTRY, 2021–2024 (USD MILLION) 193 TABLE 169 AFRICA: DATA CENTER GPU MARKET, BY COUNTRY, 2025–2030 (USD MILLION) 193 TABLE 170 MIDDLE EAST: DATA CENTER GPU MARKET, BY COUNTRY, 2021–2024 (USD MILLION) 194 TABLE 171 MIDDLE EAST: DATA CENTER GPU MARKET, BY COUNTRY, 2025–2030 (USD MILLION) 194 TABLE 172 OVERVIEW OF STRATEGIES ADOPTED BY DATA CENTER GPU VENDORS AND CLOUD SERVICE PROVIDERS 198 TABLE 173 DATA CENTER GPU MARKET SHARE ANALYSIS, 2024 201 TABLE 174 DATA CENTER GPU MARKET: REGIONAL FOOTPRINT, 2024 209 TABLE 175 DATA CENTER GPU MARKET: DEPLOYMENT FOOTPRINT, 2024 210 TABLE 176 DATA CENTER GPU MARKET: FUNCTION FOOTPRINT, 2024 211 TABLE 177 DATA CENTER GPU MARKET: END USER FOOTPRINT, 2024 212 TABLE 178 GPU-AS-A-SERVICE (GPUAAS) MARKET: LIST OF KEY STARTUPS/SMES, 2024 215 TABLE 179 GPU-AS-A-SERVICE (GPUAAS) MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES, 2024 216 TABLE 180 DATA CENTER GPU MARKET: PRODUCT LAUNCHES, FEBRUARY 2022−JANUARY 2025 217 TABLE 181 DATA CENTER GPU MARKET: DEALS, FEBRUARY 2022−JANUARY 2025 218 TABLE 182 NVIDIA CORPORATION: COMPANY OVERVIEW 220 TABLE 183 NVIDIA CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED 221 TABLE 184 NVIDIA CORPORATION: PRODUCT LAUNCHES 224 TABLE 185 NVIDIA CORPORATION: DEALS 224 TABLE 186 ADVANCED MICRO DEVICES, INC.: COMPANY OVERVIEW 226 TABLE 187 ADVANCED MICRO DEVICES, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED 227 TABLE 188 ADVANCED MICRO DEVICES, INC.: PRODUCT LAUNCHES 229 TABLE 189 ADVANCED MICRO DEVICES, INC.: DEALS 230 TABLE 190 INTEL CORPORATION: COMPANY OVERVIEW 232 TABLE 191 INTEL CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED 233 TABLE 192 INTEL CORPORATION: PRODUCT LAUNCHES 235 TABLE 193 INTEL CORPORATION: DEALS 235 TABLE 194 GOOGLE: COMPANY OVERVIEW 237 TABLE 195 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 238 TABLE 196 GOOGLE: PRODUCT LAUNCHES 239 TABLE 197 GOOGLE: DEALS 239 TABLE 198 MICROSOFT: COMPANY OVERVIEW 241 TABLE 199 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED 242 TABLE 200 MICROSOFT: DEALS 243 TABLE 201 AMAZON WEB SERVICES, INC.: COMPANY OVERVIEW 245 TABLE 202 AMAZON WEB SERVICES, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED 246 TABLE 203 AMAZON WEB SERVICES, INC.: PRODUCT LAUNCHES 247 TABLE 204 AMAZON WEB SERVICES, INC.: DEALS 248 TABLE 205 IBM: COMPANY OVERVIEW 249 TABLE 206 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED 250 TABLE 207 IBM: PRODUCT LAUNCHES 251 TABLE 208 IBM: DEALS 252 TABLE 209 ALIBABA CLOUD: COMPANY OVERVIEW 253 TABLE 210 ALIBABA CLOUD: PRODUCTS/SOLUTIONS/SERVICES OFFERED 253 TABLE 211 ALIBABA CLOUD: PRODUCT LAUNCHES 254 TABLE 212 ALIBABA CLOUD: DEALS 254 TABLE 213 ORACLE: COMPANY OVERVIEW 255 TABLE 214 ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 257 TABLE 215 ORACLE: PRODUCT LAUNCHES 257 TABLE 216 ORACLE: DEALS 258 TABLE 217 COREWEAVE: COMPANY OVERVIEW 259 TABLE 218 COREWEAVE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 260 TABLE 219 COREWEAVE: DEALS 261 TABLE 220 TENCENT CLOUD: COMPANY OVERVIEW 262 TABLE 221 TENCENT CLOUD: PRODUCTS/SERVICES/SOLUTIONS OFFERED 263 TABLE 222 TENCENT CLOUD: EXPANSIONS 263 TABLE 223 LAMBDA: COMPANY OVERVIEW 264 TABLE 224 LAMBDA: PRODUCTS/SOLUTIONS/SERVICES OFFERED 264 TABLE 225 LAMBDA: DEALS 265 TABLE 226 VAST.AI: COMPANY OVERVIEW 266 TABLE 227 RUNPOD: COMPANY OVERVIEW 267 TABLE 228 SCALEMATRIX HOLDINGS, INC.: COMPANY OVERVIEW 268 TABLE 229 DIGITALOCEAN: COMPANY OVERVIEW 269 TABLE 230 JARVISLABS.AI: COMPANY OVERVIEW 270 TABLE 231 FLUIDSTACK: COMPANY OVERVIEW 271 TABLE 232 OVH SAS: COMPANY OVERVIEW 272 TABLE 233 E2E NETWORKS LIMITED: COMPANY OVERVIEW 273 TABLE 234 ACE CLOUD: COMPANY OVERVIEW 274 TABLE 235 SNOWCELL: COMPANY OVERVIEW 275 TABLE 236 LINODE LLC: COMPANY OVERVIEW 275 TABLE 237 YOTTA DATA SERVICES PVT LTD: COMPANY OVERVIEW 276 TABLE 238 VULTR: COMPANY OVERVIEW 277 TABLE 239 RACKSPACE TECHNOLOGY: COMPANY OVERVIEW 278 TABLE 240 GCORE: COMPANY OVERVIEW 279 TABLE 241 NEBIUS B.V.: COMPANY OVERVIEW 280 FIGURE 1 DATA CENTER GPU MARKET SEGMENTATION AND REGIONAL SCOPE 28 FIGURE 2 DATA CENTER GPU MARKET: RESEARCH DESIGN 33 FIGURE 3 DATA CENTER GPU MARKET: RESEARCH FLOW OF MARKET SIZE ESTIMATION 39 FIGURE 4 DATA CENTER GPU MARKET: SUPPLY-SIDE ANALYSIS 39 FIGURE 5 DATA CENTER GPU MARKET: BOTTOM-UP APPROACH 41 FIGURE 6 DATA CENTER GPU MARKET: TOP-DOWN APPROACH 41 FIGURE 7 DATA CENTER GPU MARKET: DATA TRIANGULATION 42 FIGURE 8 CLOUD SEGMENT TO ACCOUNT FOR LARGER MARKET SHARE IN 2030 45 FIGURE 9 INFERENCE FUNCTION SEGMENT TO DOMINATE MARKET IN 2030 46 FIGURE 10 GENERATIVE AI SEGMENT TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD 46 FIGURE 11 CLOUD SERVICE PROVIDERS TO LEAD MARKET DURING FORECAST PERIOD 47 FIGURE 12 ASIA PACIFIC TO LEAD MARKET IN 2030 47 FIGURE 13 NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2025 48 FIGURE 14 INCREASING INVESTMENT BY CLOUD SERVICE PROVIDERS AND GROWING ADOPTION OF ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING TO DRIVE MARKET 49 FIGURE 15 ON-PREMISES SEGMENT TO WITNESS HIGHER CAGR DURING FORECAST PERIOD 50 FIGURE 16 INFERENCE SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 50 FIGURE 17 GENERATIVE AI APPLICATION TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD 51 FIGURE 18 ENTERPRISES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 51 FIGURE 19 CHINA TO WITNESS HIGHEST CAGR IN GLOBAL DATA CENTER GPU MARKET DURING FORECAST PERIOD 52 FIGURE 20 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES IN DATA CENTER GPU MARKET 53 FIGURE 21 IMPACT ANALYSIS: DRIVERS 55 FIGURE 22 DATA CENTER ELECTRICITY CONSUMPTION 2022–2026 56 FIGURE 23 IMPACT ANALYSIS: RESTRAINTS 57 FIGURE 24 IMPACT ANALYSIS: OPPORTUNITIES 60 FIGURE 25 IMPACT ANALYSIS: CHALLENGES 62 FIGURE 26 DATA CENTER GPU MARKET: PORTER'S FIVE FORCES ANALYSIS 63 FIGURE 27 DATA CENTER GPU: ECOSYSTEM ANALYSIS 64 FIGURE 28 DATA CENTER GPU MARKET: VALUE CHAIN ANALYSIS 66 FIGURE 29 IMPORT SCENARIO FOR HS CODE 847330-COMPLIANT PRODUCTS IN TOP 5 COUNTRIES, 2010–2024 74 FIGURE 30 EXPORT SCENARIO FOR HS CODE 847330-COMPLIANT PRODUCTS IN TOP 5 COUNTRIES, 2020–2024 75 FIGURE 31 AVERAGE SELLING PRICE OF DATA CENTER GPUS, BY REGION, 2021–2024 (USD) 80 FIGURE 32 DATA CENTER GPU MARKET: PATENT ANALYSIS, 2014–2024 83 FIGURE 33 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 END USERS 88 FIGURE 34 KEY BUYING CRITERIA FOR TOP 3 END USERS 89 FIGURE 35 INVESTMENT AND FUNDING SCENARIO, 2023 Q1–2024 Q2 91 FIGURE 36 TRENDS/DISRUPTIONS INFLUENCING CUSTOMER BUSINESS 92 FIGURE 37 IAAS SEGMENT TO DOMINATE GPU-AS-A-SERVICE MARKET DURING FORECAST PERIOD 101 FIGURE 38 ASIA PACIFIC TO RECORD HIGHEST CAGR IN MARKET FOR PAAS BETWEEN 2025 AND 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 CLOUD SEGMENT TO REGISTER HIGHER MARKET SIZE DURING FORECAST PERIOD 120 FIGURE 42 BENEFITS OF CLOUD-BASED DEPLOYMENT 122 FIGURE 43 INFERENCE TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 125 FIGURE 44 GENERATIVE AI SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 130 FIGURE 45 CLOUD SERVICE PROVIDERS SEGMENT TO HOLD LARGEST MARKET SIZE DURING FORECAST PERIOD 144 FIGURE 46 ASIA PACIFIC TO BE FASTEST-GROWING MARKET DURING FORECAST PERIOD 159 FIGURE 47 NORTH AMERICA: DATA CENTER GPU MARKET SNAPSHOT 161 FIGURE 48 US TO RECORD HIGHEST MARKET SIZE DURING FORECAST PERIOD 161 FIGURE 49 EUROPE: DATA CENTER GPU MARKET SNAPSHOT 168 FIGURE 50 UK TO BE FASTEST-GROWING MARKET IN EUROPE DURING FORECAST PERIOD 169 FIGURE 51 ASIA PACIFIC: DATA CENTER GPU MARKET SNAPSHOT 178 FIGURE 52 CHINA TO LEAD DATA CENTER GPU MARKET IN ASIA PACIFIC DURING FORECAST PERIOD 179 FIGURE 53 ROW: DATA CENTER GPU MARKET SNAPSHOT 188 FIGURE 54 SOUTH AMERICA TO LEAD DATA CENTER GPU MARKET IN ROW DURING FORECAST PERIOD 189 FIGURE 55 REVENUE ANALYSIS OF FIVE KEY PLAYERS IN DATA CENTER GPU MARKET, 2021–2024 (USD MILLION) 200 FIGURE 56 DATA CENTER GPU MARKET: SHARE OF KEY PLAYERS 202 FIGURE 57 COMPANY VALUATION, 2025 (USD TRILLION) 202 FIGURE 58 FINANCIAL METRICS (EV/EBITDA), 2025 203 FIGURE 59 BRAND/PRODUCT COMPARISON 203 FIGURE 60 DATA CENTER GPU MARKET: COMPETITIVE EVALUATION MATRIX (KEY PLAYERS), 2024 205 FIGURE 61 GPU-AS-A-SERVICE (GPUAAS) MARKET: COMPETITIVE EVALUATION MATRIX (KEY PLAYERS), 2024 207 FIGURE 62 DATA CENTER GPU MARKET: COMPANY FOOTPRINT, 2024 208 FIGURE 63 GPU-AS-A-SERVICE (GPUAAS) MARKET: EVALUATION MATRIX (STARTUPS/SMES), 2024 214 FIGURE 64 NVIDIA CORPORATION: COMPANY SNAPSHOT 221 FIGURE 65 ADVANCED MICRO DEVICES, INC.: COMPANY SNAPSHOT 227 FIGURE 66 INTEL CORPORATION: COMPANY SNAPSHOT 233 FIGURE 67 GOOGLE: COMPANY SNAPSHOT 238 FIGURE 68 MICROSOFT: COMPANY SNAPSHOT 242 FIGURE 69 AMAZON WEB SERVICES, INC.: COMPANY SNAPSHOT 246 FIGURE 70 IBM: COMPANY SNAPSHOT 250 FIGURE 71 ORACLE: COMPANY SNAPSHOT 256 FIGURE 72 COREWEAVE: COMPANY SNAPSHOT 260 FIGURE 73 TENCENT CLOUD: COMPANY SNAPSHOT 262

Single User Licence	$4,950 USD
Multi User Licence	$6,650 USD
Corporate User Licence	$8,150 USD
Global User Licence	$10,000 USD

Data Center GPU Market by Deployment (Cloud, On-premises), Function (Training, Inference), Application (Generative AI, Machine Learning, Natural Language Processing, Computer Vision), End User (CSP, Enterprises) & Region - Global Forecast to 2030

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