GPU as a Service(GPUaaS)市場 – 2030年までの世界予測

GPU as a Service Market - Global Forecast To 2030

GPU as a Service(GPUaaS)市場 - サービスモデル (IaaS、PaaS)、GPUタイプ (ハイエンドGPU、ミッドレンジGPU、ローエンドGPU)、展開 (パブリッククラウド、プライベートクラウド、ハイブリッドクラウド)、エンタープライズタイプ (大企業、中小企業) - 2030年までの世界予測
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

商品番号 : SMB-75983

出版社MarketsandMarkets
出版年月2025年3月
ページ数282
図表数360
価格タイプシングルユーザライセンス
価格USD 4,950
種別英文調査報告書

Report Overview

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.

GPU as a Service(GPUaaS)市場は2025年に82億1,000万米ドルに達すると予想されており、2025年から2030年の間に26.5%のCAGRで成長し、2030年までに266億2,000万米ドルに達すると推定されています。

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.

GPU サービス市場の成長は、ビデオレンダリング、3D コンテンツ作成、リアルタイムアプリケーションにおける高性能 GPU の需要増加によって推進されています。ゲーム、映画制作、建築などの業界では、複雑な視覚効果 (VFX) やシミュレーションのために、スケーラブルでコスト効率の高い GPUソリューションが必要です。GPUaaS は、高価なオンプレミスの GPUクラスターの必要性を排除し、クラウドリソースへのオンデマンドアクセスを提供します。さらに、Unreal Engine 5 などのリアルタイムレンダリングエンジンや AI駆動型コンテンツ生成の台頭により、市場の成長がさらに加速し、没入型の仮想体験が可能になり、スタジオ、開発者、コンテンツ作成者の制作タイムラインが短縮されます。

GPU as a Service(GPUaaS)市場 - 2030年までの世界予測
gpu-as-a-service-market

“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.

GPU as a Service(GPUaaS)市場 - 2030年までの世界予測 region
gpu-as-a-service-market-region

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.

GPU as a Service(GPUaaS)市場 - 2030年までの世界予測 ecosystem
gpu-as-a-service-market-ecosystem

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.

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

LIST OF TABLES

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

LIST OF FIGURES

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