조사회사 : MarketsandMarkets (마켓츠앤마켓츠) 출판년월 : 2023년11월
Data Center GPU Market – Global forecast to 2028
데이터 센터 GPU 시장 : 배포 유형(클라우드, 온프레미스), 기능(교육, 추론), 최종 사용자(클라우드 서비스 제공업체, 기업, 정부), 지역(북미, 유럽, 아시아 태평양, ROW) – 2028년까지의 세계 예측
Data Center GPU Market by Deployment Type (Cloud, On-premise), Function (Training, Inference), End User (Cloud Service Providers, Enterprises, Government) and Region ( North America, Europe, Asia Pacific, ROW) – Global Forecast to 2028
| 페이지 수 | 261 |
| 도표 수 | 229 |
| 구성 | 영문조사보고서 |
| 가격 |
Report Overview
The data center GPU market is projected to grow from USD 14.3 billion in 2023 and is projected to reach USD 63.0 billion by 2028; it is expected to grow at a CAGR of 34.6% from 2023 to 2028.
The rising focus on parallel computing in artificial intelligence (AI) data centers, growing use of deep learning technology in big data analytics, increasing data traffic and need for high computing power, has paved way for their growth in recent years. However, high costs associated with data center GPUs is limiting the growth of the data center GPU market.
“Enterprises end user segment of the data center GPU market to hold largest market share during the forecast period.”
Enterprises across various industries, such as finance, healthcare, retail, and manufacturing, have diverse workloads that require data center GPUs. These workloads encompass AI and machine learning, data analytics, virtualization, and graphics-intensive applications. Enterprises are increasingly integrating AI and machine learning into their operations, from improving customer experiences to optimizing supply chains. Data center GPUs are essential for training and running AI models, which is driving demand. Enterprises engaged in scientific research, engineering simulations, or other computationally intensive tasks benefit from data center GPUs. These GPUs enhance the performance of high-performance computing (HPC) clusters. Data center GPUs are highly scalable, making them suitable for enterprises that need to expand their computational resources as their businesses grow.
“Cloud deployment to account witness higher growth compared to the on-premise segment during the forecast period.”
The cloud deployment is projected to grow at a higher rate during the forecast period. The cloud deployment mode provides benefits such as reduced operational costs, hassle-free deployment, high scalability, easy data accessibility, faster access to critical data, and low capital requirement. The demand for the cloud deployment mode for NLP and ML tools in AI is expected to increase with the growing awareness of the benefits of cloud-based solutions. AI solution providers are focusing on the development of robust cloud-based solutions for their clients as many organizations have migrated from on-premises to either private or public cloud. The growth in the adoption of AI is leading to changes in cloud server configuration. The cloud computing market has witnessed significant growth in recent years owing to the surge in the volume of data being transferred to the cloud from consumers. This has fueled the demand for GPU accelerators. The GPUs optimize data processing at the servers by reducing the latency.
“Inference function to exhibit significant growth for the data center GPU market during forecast period”
The inference function is expected to exhibit significant growth during the forecast period. Inference is sensitive to latency, and the trained model needs to analyze and provide analysis in near real-time. The requirement of the infrastructure for model deployment to process data at the fastest rate is expected to drive the market for inference.
“North America to witness significant growth for the data center GPU market during the forecast period” North America is projected to exhibit significant growth for the data center GPU market during the forecast period. It is the largest market for data center GPUs. North America has been the most promising region across verticals, such as BFSI, retail and eCommerce, telecom, enterprises etc. The government and public sector have also joined the race to become technologically advanced to cater to a large customer base. North America is contributing significantly to the data center GPU market and is expected to grow further.
In the process of determining and verifying the market size for several segments and subsegments gathered through secondary research, extensive primary interviews have been conducted with key industry experts in the data center GPU market space. The break-up of primary participants for the report has been shown below:
By Company Type: Tier 1 – 40%, Tier 2 – 40%, and Tier 3 – 20% By Designation: C-level Executives – 40%, Directors –40%, and Others – 20% By Region: North America –30%, Europe – 20%, Asia Pacific– 40%, and RoW – 10%
The report profiles key players in data center GPU market with their respective market ranking analysis. Prominent players profiled in this report include NVIDIA Corporation (NVIDIA) (US), Intel Corporation (Intel) (US), Advanced Micro Devices, Inc (AMD) (US), Samsung Electronics Co., Ltd. (Samsung) (South Korea), Micron Technology, Inc. (Micron) (US), Qualcomm Technologies, Inc. (US), International Business Machines Corporation (IBM) (US), Google Inc. (Google) (US), Microsoft Corporation (Microsoft) (US), Imagination Technologies (UK), Advantech Co., Ltd. (Taiwan), Huawei Technologies Co., Ltd. (Huawei) (China), ZOTAC Technology Ltd. (Hong Kong), Apple Inc. (US), GIGABYTE Technology Co., Ltd. (Taiwan), Arm Ltd. (UK), and Graphcore (UK).
Research Coverage: This research report categorizes the data center GPU market on the basis of deployment type, function, end user and region. The report describes the major drivers, restraints, challenges, and opportunities pertaining to the data center GPU market and forecasts the same till 2028. Apart from these, the report also consists of leadership mapping and analysis of all the companies included in the data center GPU market 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 data center GPU market and the subsegments. This report will help stakeholders understand the competitive landscape and gain more insights to position their businesses better and to 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 (Rising focus on parallel computing in artificial intelligence (AI) data centers, Growing use of deep learning technology in big data analytics, Increasing data traffic and need for high computing power, Rising adoption of data center GPUs in enterprises), restraints (High costs associated with data center GPUs), opportunities (Integration of Artificial Intelligence (AI)-based solutions into defense systems, Growing potential of GPUs in the healthcare sector, Emerging trend of autonomous vehicles) and challenges (Security concerns associated with data center GPUs, Issues related to interconnectivity) influencing the growth of the data center GPU market.
• Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service 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 & 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 like NVIDIA Corporation (NVIDIA) (US), Intel Corporation (Intel) (US), Advanced Micro Devices, Inc (AMD) (US), among others in the data center GPU market.
Table of Contents
1 INTRODUCTION 21
1.1 STUDY OBJECTIVES 21
1.2 MARKET DEFINITION 21
1.2.1 INCLUSIONS AND EXCLUSIONS 22
1.3 STUDY SCOPE 22
1.3.1 MARKETS COVERED 22
FIGURE 1 DATA CENTER GPU MARKET: SEGMENTATION 22
1.3.2 REGIONAL SCOPE 23
1.3.3 YEARS CONSIDERED 23
1.4 CURRENCY CONSIDERED 23
1.5 UNITS CONSIDERED 24
1.6 LIMITATIONS 24
1.7 STAKEHOLDERS 24
1.8 RECESSION ANALYSIS 25
FIGURE 2 GDP GROWTH PROJECTION TILL 2023 FOR MAJOR ECONOMIES 25
2 RESEARCH METHODOLOGY 27
2.1 RESEARCH DATA 27
FIGURE 3 DATA CENTER GPU MARKET: RESEARCH DESIGN 27
2.1.1 SECONDARY DATA 28
2.1.1.1 List of key secondary sources 28
2.1.1.2 Key data from secondary sources 29
2.1.2 PRIMARY DATA 29
2.1.2.1 Interviews with experts 29
2.1.2.2 Breakdown of primaries 30
2.1.3 SECONDARY AND PRIMARY RESEARCH 31
2.1.3.1 Key industry insights 31
2.2 MARKET SIZE ESTIMATION 32
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY: REVENUE ESTIMATION OF MARKET PLAYERS 32
2.2.1 BOTTOM-UP APPROACH 32
2.2.1.1 Approach to estimate market size using bottom-up analysis (demand side) 33
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH 33
2.2.2 TOP-DOWN APPROACH 33
2.2.2.1 Approach to estimate market share using top-down analysis (supply side) 34
FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH 34
2.3 MARKET BREAKDOWN AND DATA TRIANGULATION 35
FIGURE 7 DATA TRIANGULATION 35
2.4 RESEARCH ASSUMPTIONS 36
2.5 RISK ASSESSMENT 36
2.5.1 PARAMETERS CONSIDERED TO ANALYZE RECESSION IMPACT ON DATA CENTER GPU MARKET 37
2.6 LIMITATIONS 37
3 EXECUTIVE SUMMARY 38
3.1 GROWTH RATE ASSUMPTIONS/FORECAST 38
FIGURE 8 DATA CENTER GPU MARKET, 2019–2028 39
FIGURE 9 TRAINING SEGMENT TO EXHIBIT HIGHER CAGR IN DATA CENTER GPU MARKET, BY FUNCTION, DURING FORECAST PERIOD 40
FIGURE 10 ON-PREMISES SEGMENT TO ACCOUNT FOR LARGER SHARE OF DATA CENTER GPU MARKET, BY DEPLOYMENT TYPE, DURING FORECAST PERIOD 40
FIGURE 11 CLOUD SERVICE PROVIDERS SEGMENT TO REGISTER HIGHEST CAGR IN DATA CENTER GPU MARKET, BY END USER, DURING FORECAST PERIOD 41
FIGURE 12 ASIA PACIFIC TO REGISTER HIGHEST CAGR IN DATA CENTER GPU MARKET DURING FORECAST PERIOD 42
4 PREMIUM INSIGHTS 43
4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN DATA CENTER GPU MARKET 43
FIGURE 13 RISING DEMAND FOR DATA CENTER GPUS AMONG CLOUD SERVICE PROVIDERS TO DRIVE MARKET 43
4.2 DATA CENTER GPU MARKET, BY DEPLOYMENT TYPE 43
FIGURE 14 CLOUD SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 43
4.3 ASIA PACIFIC: DATA CENTER GPU MARKET, BY END USER AND COUNTRY 44
FIGURE 15 CLOUD SERVICE PROVIDERS END-USER SEGMENT AND CHINA HELD LARGEST SHARES OF ASIA PACIFIC DATA CENTER GPU MARKET IN 2022 44
4.4 DATA CENTER GPU MARKET, BY FUNCTION 44
FIGURE 16 TRAINING SEGMENT TO COMMAND LARGER MARKET SHARE DURING FORECAST PERIOD 44
4.5 DATA CENTER GPU MARKET, BY END USER 45
FIGURE 17 ENTERPRISES SEGMENT TO ACCOUNT FOR LARGER MARKET SHARE DURING FORECAST PERIOD 45
4.6 DATA CENTER GPU MARKET, BY COUNTRY 45
FIGURE 18 INDIA TO BE FASTEST-GROWING COUNTRY-LEVEL DATA CENTER GPU MARKET DURING FORECAST PERIOD 45
5 MARKET OVERVIEW 46
5.1 INTRODUCTION 46
5.2 MARKET DYNAMICS 46
FIGURE 19 DATA CENTER GPU MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 46
5.2.1 DRIVERS 47
FIGURE 20 ANALYSIS OF IMPACT OF DRIVERS ON DATA CENTER GPU MARKET 47
5.2.1.1 Rising focus on parallel computing in artificial intelligence (AI) data centers 47
5.2.1.2 Growing use of deep learning technology in big data analytics 48
5.2.1.3 Increasing data traffic and need for high computing power 48
5.2.1.4 Rising adoption of data center GPUs among enterprises 49
5.2.2 RESTRAINTS 49
FIGURE 21 ANALYSIS OF IMPACT OF RESTRAINTS ON DATA CENTER GPU MARKET 49
5.2.2.1 High costs associated with data center GPUs 50
5.2.3 OPPORTUNITIES 50
FIGURE 22 ANALYSIS OF IMPACT OF OPPORTUNITIES ON DATA CENTER GPU MARKET 50
5.2.3.1 Integration of AI-based solutions into defense systems 51
5.2.3.2 Increasing recognition of potential applications of GPUs in healthcare sector 51
5.2.3.3 Rising popularity of autonomous vehicles 52
5.2.4 CHALLENGES 53
FIGURE 23 ANALYSIS OF IMPACT OF CHALLENGES ON DATA CENTER GPU MARKET 53
5.2.4.1 Security concerns associated with data center GPUs 53
5.2.4.2 Issues related to interconnectivity 53
5.3 VALUE CHAIN ANALYSIS 54
FIGURE 24 DATA CENTER GPU MARKET: VALUE CHAIN ANALYSIS 54
5.4 ECOSYSTEM/MARKET MAP 55
FIGURE 25 DATA CENTER GPU MARKET: ECOSYSTEM ANALYSIS 55
TABLE 1 DATA CENTER GPU MARKET: ROLE OF PLAYERS IN ECOSYSTEM 56
5.5 AVERAGE SELLING PRICE (ASP) ANALYSIS 57
TABLE 2 PRICING ANALYSIS OF DATA CENTER GPUS, 2022 57
5.5.1 AVERAGE SELLING PRICE OF DATA CENTER GPUS OFFERED BY KEY PLAYERS, BY FUNCTION 58
FIGURE 26 AVERAGE SELLING PRICE OF DATA CENTER GPUS OFFERED BY KEY PLAYERS, BY FUNCTION 58
TABLE 3 AVERAGE SELLING PRICE OF DATA CENTER GPUS OFFERED BY KEY PLAYERS, BY FUNCTION 58
5.5.2 AVERAGE SELLING PRICE TREND 58
FIGURE 27 AVERAGE SELLING PRICE OF DATA CENTER GPUS 58
5.6 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 59
FIGURE 28 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 59
5.7 TECHNOLOGY ANALYSIS 59
5.7.1 KEY TECHNOLOGIES 59
5.7.1.1 Cloud graphics processing unit (GPU) 59
5.7.1.2 GPU virtualization 60
5.7.2 ADJACENT TECHNOLOGIES 60
5.7.2.1 Artificial intelligence (AI) 60
5.7.2.2 Deep learning in big data analytics 60
5.7.2.3 Parallel computing in data centers 60
5.8 PORTER’S FIVE FORCES ANALYSIS 61
TABLE 4 DATA CENTER GPU MARKET: IMPACT OF PORTER’S FIVE FORCES 61
FIGURE 29 PORTER’S FIVE FORCES ANALYSIS 61
5.8.1 BARGAINING POWER OF SUPPLIERS 62
5.8.2 BARGAINING POWER OF BUYERS 62
5.8.3 THREAT OF NEW ENTRANTS 62
5.8.4 THREAT OF SUBSTITUTES 62
5.8.5 INTENSITY OF COMPETITIVE RIVALRY 62
5.9 KEY STAKEHOLDERS AND BUYING CRITERIA 63
5.9.1 KEY STAKEHOLDERS IN BUYING PROCESS 63
FIGURE 30 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS, BY END USER 63
TABLE 5 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS, BY END USER (%) 63
5.9.2 BUYING CRITERIA 64
FIGURE 31 KEY BUYING CRITERIA FOR END USERS 64
TABLE 6 KEY BUYING CRITERIA, BY END USER 64
5.10 CASE STUDY ANALYSIS 65
5.10.1 NVIDIA CORPORATION LAUNCHED WORLD’S FIRST GPU-ACCELERATED QUANTUM COMPUTING 65
5.10.2 IMAGINATION TECHNOLOGIES AND MOBICA PARTNERED TO CREATE VIRTUALIZED AUTOMOTIVE ENVIRONMENT 65
5.10.3 REALTEK LEVERAGED GPUS FROM IMAGINATION TECHNOLOGIES FOR USE IN DTV 66
5.10.4 INTEL CORPORATION PROVIDED GPUS FOR USE IN AURORA SUPERCOMPUTER 66
5.10.5 INTEGRATION OF NVIDIA GPUS INTO GOOGLE CLOUD OFFERINGS ACCELERATED GENERATIVE AI APPLICATIONS 67
5.11 TRADE DATA ANALYSIS 67
TABLE 7 IMPORT DATA FOR HS CODE 847330-COMPLIANT PRODUCTS, BY COUNTRY, 2018–2022 (USD MILLION) 67
TABLE 8 EXPORT DATA FOR HS CODE 847330-COMPLIANT PRODUCTS, BY COUNTRY, 2018–2022 (USD MILLION) 68
5.12 PATENT ANALYSIS 68
TABLE 9 LIST OF MAJOR PATENTS PERTAINING TO DATA CENTER GPU MARKET 68
TABLE 10 TOP 20 PATENT OWNERS IN DATA CENTER GPU MARKET IN LAST 10 YEARS 70
FIGURE 32 TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS IN LAST 10 YEARS 71
FIGURE 33 NUMBER OF PATENTS GRANTED PER YEAR, 2013–2023 71
5.13 TARIFFS 72
TABLE 11 MFN TARIFF FOR HS CODE 847330 EXPORTED BY US 72
TABLE 12 MFN TARIFF FOR HS CODE 847330 EXPORTED BY CHINA 72
5.14 KEY CONFERENCES AND EVENTS, 2023–2024 73
TABLE 13 DATA CENTER GPU MARKET: DETAILED LIST OF CONFERENCES AND EVENTS 73
5.15 STANDARDS 73
5.15.1 NIST SPECIAL PUBLICATION (SP) 800-53 73
5.15.2 DISTRIBUTED MANAGEMENT TASK FORCE STANDARDS 74
5.15.3 CRITICAL INFRASTRUCTURE PROTECTION MANDATES, NERC (NORTH AMERICA) 74
5.15.4 THE NETWORK AND INFORMATION SYSTEMS REGULATIONS 2018 (UK) 74
5.15.5 TELECOMMUNICATION INFRASTRUCTURE STANDARD FOR DATA CENTERS 74
5.15.6 DISTRIBUTED MANAGEMENT TASK FORCE (DMTF) STANDARD 74
5.15.7 ELECTRONICS INDUSTRY ASSOCIATION (EIA) 74
5.15.8 TELECOMMUNICATIONS INDUSTRY ASSOCIATION (TIA) 74
5.15.9 DATA CENTER SITE INFRASTRUCTURE TIER STANDARD (UPTIME INSTITUTE) 75
5.15.10 STORAGE NETWORKING INDUSTRY ASSOCIATION (SNIA) AND CLOUD DATA MANAGEMENT INFERENCE (CDMI) 75
5.16 REGULATORY LANDSCAPE 75
5.16.1 NORTH AMERICA 75
5.16.1.1 Export–import regulations 75
5.16.2 EUROPE 76
5.16.2.1 Restriction of Hazardous Substances (ROHS) and Waste Electrical and Electronic Equipment (WEEE) Directives 76
5.16.2.2 Registration, Evaluation, Authorisation, and Restriction of Chemicals (REACH) 76
5.16.2.3 General Data Protection Regulation (GDPR) 77
TABLE 14 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 77
TABLE 15 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 78
TABLE 16 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 79
TABLE 17 ROW: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80
6 DATA CENTER GPU MARKET, BY DEPLOYMENT TYPE 81
6.1 INTRODUCTION 82
FIGURE 34 CLOUD SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 82
TABLE 18 DATA CENTER GPU MARKET, BY DEPLOYMENT TYPE, 2019–2022 (USD MILLION) 82
TABLE 19 DATA CENTER GPU MARKET, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 82
TABLE 20 DATA CENTER GPU MARKET, 2019–2022 (THOUSAND UNITS) 83
TABLE 21 DATA CENTER GPU MARKET, 2023–2028 (THOUSAND UNITS) 83
6.2 CLOUD 83
6.2.1 INCREASING AWARENESS OF BENEFITS OF CLOUD-BASED SOLUTIONS TO DRIVE SEGMENTAL GROWTH 83
TABLE 22 CLOUD: DATA CENTER GPU MARKET, BY FUNCTION, 2019–2022 (USD MILLION) 85
TABLE 23 CLOUD: DATA CENTER GPU MARKET, BY FUNCTION, 2023–2028 (USD MILLION) 85
TABLE 24 CLOUD: DATA CENTER GPU MARKET, BY REGION, 2019–2022 (USD MILLION) 85
TABLE 25 CLOUD: DATA CENTER GPU MARKET, BY REGION, 2023–2028 (USD MILLION) 85
6.3 ON-PREMISES 86
6.3.1 RISING INVESTMENTS IN ON-PREMISES DEPLOYMENTS FOR NLP AND ML TOOLS TO DRIVE SEGMENTAL GROWTH 86
TABLE 26 ON-PREMISES: DATA CENTER GPU MARKET, BY FUNCTION, 2019–2022 (USD MILLION) 86
TABLE 27 ON-PREMISES: DATA CENTER GPU MARKET, BY FUNCTION, 2023–2028 (USD MILLION) 86
TABLE 28 ON-PREMISES: DATA CENTER GPU MARKET, BY REGION, 2019–2022 (USD MILLION) 87
TABLE 29 ON-PREMISES: DATA CENTER GPU MARKET, BY REGION, 2023–2028 (USD MILLION) 87
7 DATA CENTER GPU MARKET, BY FUNCTION 88
7.1 INTRODUCTION 89
FIGURE 35 TRAINING SEGMENT TO DOMINATE MARKET DURING FORECAST PERIOD 89
TABLE 30 DATA CENTER GPU MARKET, BY FUNCTION, 2019–2022 (USD MILLION) 89
TABLE 31 DATA CENTER GPU MARKET, BY FUNCTION, 2023–2028 (USD MILLION 90
7.2 TRAINING 90
7.2.1 NEED TO REDUCE TRAINING TIME FOR SMALL DATASETS TO ACCELERATE ADOPTION OF GPUS 90
TABLE 32 TRAINING: DATA CENTER GPU MARKET, BY DEPLOYMENT TYPE, 2019–2022 (USD MILLION) 91
TABLE 33 TRAINING: DATA CENTER GPU MARKET, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 91
7.3 INFERENCE 91
7.3.1 ABILITY TO PERFORM MULTIPLE COMPUTATIONS SIMULTANEOUSLY TO BOOST ADOPTION OF GPUS FOR INFERENCE APPLICATIONS 91
TABLE 34 INFERENCE: DATA CENTER GPU MARKET, BY DEPLOYMENT TYPE, 2019–2022 (USD MILLION) 92
TABLE 35 INFERENCE: DATA CENTER GPU MARKET, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 93
8 DATA CENTER GPU MARKET, BY END USER 94
8.1 INTRODUCTION 95
FIGURE 36 ENTERPRISES SEGMENT TO HOLD LARGEST MARKET SHARE DURING FORECAST PERIOD 95
TABLE 36 DATA CENTER GPU MARKET, BY END USER, 2019–2022 (USD MILLION) 95
TABLE 37 DATA CENTER GPU MARKET, BY END USER, 2023–2028 (USD MILLION) 95
8.2 CLOUD SERVICE PROVIDERS 96
8.2.1 RISING USE OF DATA CENTER GPUS FOR AI AND MACHINE LEARNING APPLICATIONS TO CONTRIBUTE TO MARKET GROWTH 96
TABLE 38 CLOUD SERVICE PROVIDERS: DATA CENTER GPU MARKET, BY REGION, 2019–2022 (USD MILLION) 97
TABLE 39 CLOUD SERVICE PROVIDERS: DATA CENTER GPU MARKET, BY REGION, 2023–2028 (USD MILLION) 97
TABLE 40 CLOUD SERVICE PROVIDERS: DATA CENTER GPU MARKET IN NORTH AMERICA, BY COUNTRY, 2019–2022 (USD MILLION) 98
TABLE 41 CLOUD SERVICE PROVIDERS: DATA CENTER GPU MARKET IN NORTH AMERICA, BY COUNTRY, 2023–2028 (USD MILLION) 98
TABLE 42 CLOUD SERVICE PROVIDERS: DATA CENTER GPU MARKET IN EUROPE, BY COUNTRY, 2019–2022 (USD MILLION) 98
TABLE 43 CLOUD SERVICE PROVIDERS: DATA CENTER GPU MARKET IN EUROPE, BY COUNTRY, 2023–2028 (USD MILLION) 99
TABLE 44 CLOUD SERVICE PROVIDERS: DATA CENTER GPU MARKET IN ASIA PACIFIC, BY COUNTRY, 2019–2022 (USD MILLION) 99
TABLE 45 CLOUD SERVICE PROVIDERS: DATA CENTER GPU MARKET IN ASIA PACIFIC, BY COUNTRY, 2023–2028 (USD MILLION) 99
TABLE 46 CLOUD SERVICE PROVIDERS: DATA CENTER GPU MARKET IN ROW, BY REGION, 2019–2022 (USD MILLION) 100
TABLE 47 CLOUD SERVICE PROVIDERS: DATA CENTER GPU MARKET IN ROW, BY REGION, 2023–2028 (USD MILLION) 100
8.3 ENTERPRISES 100
8.3.1 HEALTHCARE 100
8.3.1.1 Growing use of machine learning (ML) and deep learning (DL) models in medical field to propel market 100
8.3.2 BFSI 102
8.3.2.1 Increased use of GPUs by BFSI enterprises to design investment strategies to drive market 102
8.3.3 AUTOMOTIVE 103
8.3.3.1 Rising popularity of autonomous cars to fuel adoption of GPUs 103
8.3.4 RETAIL & E-COMMERCE 104
8.3.4.1 Rising need to handle massive amounts of retail and e-commerce data to accelerate adoption of GPUs 104
8.3.5 MEDIA & ENTERTAINMENT 105
8.3.5.1 Increasing use of AI for content creation and recommendation to drive market 105
8.3.6 OTHERS 106
TABLE 48 ENTERPRISES: DATA CENTER GPU MARKET, BY TYPE, 2019–2022 (USD MILLION) 107
TABLE 49 ENTERPRISES: DATA CENTER GPU MARKET, BY TYPE, 2023–2028 (USD MILLION) 107
TABLE 50 ENTERPRISES: DATA CENTER GPU MARKET, BY REGION, 2019–2022 (USD MILLION) 108
TABLE 51 ENTERPRISES: DATA CENTER GPU MARKET, BY REGION, 2023–2028 (USD MILLION) 108
TABLE 52 ENTERPRISES: DATA CENTER GPU MARKET IN NORTH AMERICA, BY COUNTRY, 2019–2022 (USD MILLION) 108
TABLE 53 ENTERPRISES: DATA CENTER GPU MARKET IN NORTH AMERICA, BY COUNTRY, 2023–2028 (USD MILLION) 109
TABLE 54 ENTERPRISES: DATA CENTER GPU MARKET IN EUROPE, BY COUNTRY, 2019–2022 (USD MILLION) 109
TABLE 55 ENTERPRISES: DATA CENTER GPU MARKET IN EUROPE, BY COUNTRY, 2023–2028 (USD MILLION) 109
TABLE 56 ENTERPRISES: DATA CENTER GPU MARKET IN ASIA PACIFIC, BY COUNTRY, 2019–2022 (USD MILLION) 110
TABLE 57 ENTERPRISES: DATA CENTER GPU MARKET IN ASIA PACIFIC, BY COUNTRY, 2023–2028 (USD MILLION) 110
TABLE 58 ENTERPRISES: DATA CENTER GPU MARKET IN ROW, BY REGION, 2019–2022 (USD MILLION) 110
TABLE 59 ENTERPRISES: DATA CENTER GPU MARKET IN ROW, BY REGION, 2023–2028 (USD MILLION) 111
8.4 GOVERNMENT ORGANIZATIONS 111
8.4.1 RISING ADOPTION OF AI BY GOVERNMENT ORGANIZATIONS TO TACKLE CYBERTERRORISM TO DRIVE MARKET 111
TABLE 60 GOVERNMENT ORGANIZATIONS: DATA CENTER GPU MARKET, BY REGION, 2019–2022 (USD MILLION) 112
TABLE 61 GOVERNMENT ORGANIZATIONS: DATA CENTER GPU MARKET, BY REGION, 2023–2028 (USD MILLION) 112
TABLE 62 GOVERNMENT ORGANIZATIONS: DATA CENTER GPU MARKET IN NORTH AMERICA, BY COUNTRY, 2019–2022 (USD MILLION) 113
TABLE 63 GOVERNMENT ORGANIZATIONS: DATA CENTER GPU MARKET IN NORTH AMERICA, BY COUNTRY, 2023–2028 (USD MILLION) 113
TABLE 64 GOVERNMENT ORGANIZATIONS: DATA CENTER GPU MARKET IN EUROPE, BY COUNTRY, 2019–2022 (USD MILLION) 113
TABLE 65 GOVERNMENT ORGANIZATIONS: DATA CENTER GPU MARKET IN EUROPE, BY COUNTRY, 2023–2028 (USD MILLION) 114
TABLE 66 GOVERNMENT ORGANIZATIONS: DATA CENTER GPU MARKET IN ASIA PACIFIC, BY COUNTRY, 2019–2022 (USD MILLION) 114
TABLE 67 GOVERNMENT ORGANIZATIONS: DATA CENTER GPU MARKET IN ASIA PACIFIC, BY COUNTRY, 2023–2028 (USD MILLION) 114
TABLE 68 GOVERNMENT ORGANIZATIONS: DATA CENTER GPU MARKET IN ROW, BY REGION, 2019–2022 (USD MILLION) 115
TABLE 69 GOVERNMENT ORGANIZATIONS: DATA CENTER GPU MARKET IN ROW, BY REGION, 2023–2028 (USD MILLION) 115
9 DATA CENTER GPU MARKET, BY REGION 116
9.1 INTRODUCTION 117
FIGURE 37 DATA CENTER GPU MARKET, BY REGION 117
FIGURE 38 ASIA PACIFIC TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 117
TABLE 70 DATA CENTER GPU MARKET, BY REGION, 2019–2022 (USD MILLION) 117
TABLE 71 DATA CENTER GPU MARKET, BY REGION, 2023–2028 (USD MILLION) 118
9.2 NORTH AMERICA 118
9.2.1 NORTH AMERICA: RECESSION IMPACT 119
FIGURE 39 NORTH AMERICA: DATA CENTER GPU MARKET SNAPSHOT 120
TABLE 72 NORTH AMERICA: DATA CENTER GPU MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 120
TABLE 73 NORTH AMERICA: DATA CENTER GPU MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 121
TABLE 74 NORTH AMERICA: DATA CENTER GPU MARKET, BY END USER, 2019–2022 (USD MILLION) 121
TABLE 75 NORTH AMERICA: DATA CENTER GPU MARKET, BY END USER, 2023–2028 (USD MILLION) 121
TABLE 76 NORTH AMERICA: DATA CENTER GPU MARKET, BY DEPLOYMENT TYPE, 2019–2022 (USD MILLION) 121
TABLE 77 NORTH AMERICA: DATA CENTER GPU MARKET, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 122
9.2.2 US 122
9.2.2.1 Large-scale deployment of modular and co-location facilities to drive market 122
TABLE 78 US: DATA CENTER GPU MARKET, BY END USER, 2019–2022 (USD MILLION) 123
TABLE 79 US: DATA CENTER GPU MARKET, BY END USER 2023–2028 (USD MILLION) 124
9.2.3 CANADA 124
9.2.3.1 Pan-Canadian Artificial Intelligence Strategy to favor market growth 124
TABLE 80 CANADA: DATA CENTER GPU MARKET, BY END USER, 2019–2022 (USD MILLION) 126
TABLE 81 CANADA: DATA CENTER GPU MARKET, BY END USER, 2023–2028 (USD MILLION) 126
9.2.4 MEXICO 126
9.2.4.1 Rising investments in data center-related business opportunities to drive market 126
TABLE 82 MEXICO: DATA CENTER GPU MARKET, BY END USER, 2019–2022 (USD MILLION) 127
TABLE 83 MEXICO: DATA CENTER GPU MARKET, BY END USER, 2023–2028 (USD MILLION) 127
9.3 EUROPE 128
9.3.1 EUROPE: RECESSION IMPACT 128
FIGURE 40 EUROPE: DATA CENTER GPU MARKET SNAPSHOT 129
TABLE 84 EUROPE: DATA CENTER GPU MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 129
TABLE 85 EUROPE: DATA CENTER GPU MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 130
TABLE 86 EUROPE: DATA CENTER GPU MARKET, BY END USER, 2019–2022 (USD MILLION) 130
TABLE 87 EUROPE: DATA CENTER GPU MARKET, BY END USER, 2023–2028 (USD MILLION) 130
TABLE 88 EUROPE: DATA CENTER GPU MARKET, BY DEPLOYMENT TYPE, 2019–2022 (USD MILLION) 130
TABLE 89 EUROPE: DATA CENTER GPU MARKET, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 131
9.3.2 UK 131
9.3.2.1 Increasing demand for AI-based solutions to create opportunities for market players 131
TABLE 90 UK: DATA CENTER GPU MARKET, BY END USER, 2019–2022 (USD MILLION) 132
TABLE 91 UK: DATA CENTER GPU MARKET, BY END USER, 2023–2028 (USD MILLION) 132
9.3.3 GERMANY 132
9.3.3.1 Growing adoption of cloud computing and Industry 4.0 technologies to contribute to market growth 132
TABLE 92 GERMANY: DATA CENTER GPU MARKET, BY END USER, 2019–2022 (USD MILLION) 133
TABLE 93 GERMANY: DATA CENTER GPU MARKET, BY END USER, 2023–2028 (USD MILLION) 133
9.3.4 FRANCE 134
9.3.4.1 Rising investment by venture capitalists in startups to develop AI ecosystem to foster market growth 134
TABLE 94 FRANCE: DATA CENTER GPU MARKET, BY END USER, 2019–2022 (USD MILLION) 134
TABLE 95 FRANCE: DATA CENTER GPU MARKET, BY END USER, 2023–2028 (USD MILLION) 135
9.3.5 REST OF EUROPE 135
TABLE 96 REST OF EUROPE: DATA CENTER GPU MARKET, BY END USER, 2019–2022 (USD MILLION) 136
TABLE 97 REST OF EUROPE: DATA CENTER GPU MARKET, BY END USER, 2023–2028 (USD MILLION) 136
9.4 ASIA PACIFIC 136
9.4.1 ASIA PACIFIC: RECESSION IMPACT 137
FIGURE 41 ASIA PACIFIC: DATA CENTER GPU MARKET SNAPSHOT 138
TABLE 98 ASIA PACIFIC: DATA CENTER GPU MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 138
TABLE 99 ASIA PACIFIC: DATA CENTER GPU MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 139
TABLE 100 ASIA PACIFIC: DATA CENTER GPU MARKET, BY END USER, 2019–2022 (USD MILLION) 139
TABLE 101 ASIA PACIFIC: DATA CENTER GPU MARKET, BY END USER, 2023–2028 (USD MILLION) 139
TABLE 102 ASIA PACIFIC: DATA CENTER GPU MARKET, BY DEPLOYMENT TYPE, 2019–2022 (USD MILLION) 139
TABLE 103 ASIA PACIFIC: DATA CENTER GPU MARKET, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 140
9.4.2 CHINA 140
9.4.2.1 Increasing adoption of GPUs in manufacturing, automotive, and healthcare verticals to support market growth 140
TABLE 104 CHINA: DATA CENTER GPU MARKET, BY END USER, 2019–2022 (USD MILLION) 141
TABLE 105 CHINA: DATA CENTER GPU MARKET, BY END USER, 2023–2028 (USD MILLION) 141
9.4.3 JAPAN 142
9.4.3.1 Increasing use cases of AI across numerous applications to create conducive environment for market growth 142
TABLE 106 JAPAN: DATA CENTER GPU MARKET, BY END USER, 2019–2022 (USD MILLION) 143
TABLE 107 JAPAN: DATA CENTER GPU MARKET, BY END USER, 2023–2028 (USD MILLION) 143
9.4.4 INDIA 144
9.4.4.1 Increasing number of AI startups to accelerate market growth 144
TABLE 108 INDIA: DATA CENTER GPU MARKET, BY END USER, 2019–2022 (USD MILLION) 145
TABLE 109 INDIA: DATA CENTER GPU MARKET, BY END USER, 2023–2028 (USD MILLION) 145
9.4.5 SOUTH KOREA 145
9.4.5.1 Rising emphasis on enhancing AI infrastructure to boost adoption of GPUs 145
TABLE 110 SOUTH KOREA: DATA CENTER GPU MARKET, BY END USER, 2019–2022 (USD MILLION) 146
TABLE 111 SOUTH KOREA: DATA CENTER GPU MARKET, BY END USER, 2023–2028 (USD MILLION) 146
9.4.6 REST OF ASIA PACIFIC 146
TABLE 112 REST OF ASIA PACIFIC: DATA CENTER GPU MARKET, BY END USER, 2019–2022 (USD MILLION) 147
TABLE 113 REST OF ASIA PACIFIC: DATA CENTER GPU MARKET, BY END USER, 2023–2028 (USD MILLION) 147
9.5 ROW 147
9.5.1 ROW: RECESSION IMPACT 148
FIGURE 42 ROW: DATA CENTER GPU MARKET SNAPSHOT 149
TABLE 114 ROW: DATA CENTER GPU MARKET, BY REGION, 2019–2022 (USD MILLION) 149
TABLE 115 ROW: DATA CENTER GPU MARKET, BY REGION, 2023–2028 (USD MILLION) 150
TABLE 116 ROW: DATA CENTER GPU MARKET, BY END USER, 2019–2022 (USD MILLION) 150
TABLE 117 ROW: DATA CENTER GPU MARKET, BY END USER, 2023–2028 (USD MILLION) 150
TABLE 118 ROW: DATA CENTER GPU MARKET, BY DEPLOYMENT TYPE, 2019–2022 (USD MILLION) 150
TABLE 119 ROW: DATA CENTER GPU MARKET, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 151
9.5.2 SOUTH AMERICA 151
9.5.2.1 Expanding computing services market to create opportunities for market players 151
TABLE 120 SOUTH AMERICA: DATA CENTER GPU MARKET, BY END USER, 2019–2022 (USD MILLION) 151
TABLE 121 SOUTH AMERICA: DATA CENTER GPU MARKET, BY END USER, 2023–2028 (USD MILLION) 152
9.5.3 MIDDLE EAST & AFRICA 152
9.5.3.1 Rise in smart mobile data traffic to drive market 152
TABLE 122 MIDDLE EAST & AFRICA: DATA CENTER GPU MARKET, BY END USER, 2019–2022 (USD MILLION) 153
TABLE 123 MIDDLE EAST & AFRICA: DATA CENTER GPU MARKET, BY END USER, 2023–2028 (USD MILLION) 153
10 COMPETITIVE LANDSCAPE 154
10.1 INTRODUCTION 154
10.1.1 OVERVIEW OF KEY GROWTH STRATEGIES ADOPTED BY MAJOR COMPANIES 154
TABLE 124 OVERVIEW OF KEY GROWTH STRATEGIES ADOPTED BY MAJOR COMPANIES 154
10.2 DATA CENTER GPU MARKET: REVENUE ANALYSIS 156
FIGURE 43 THREE-YEAR REVENUE ANALYSIS OF TOP THREE PLAYERS IN DATA CENTER GPU MARKET 156
10.3 MARKET SHARE ANALYSIS, 2022 156
TABLE 125 DATA CENTER GPU MARKET: DEGREE OF COMPETITION 157
FIGURE 44 MARKET SHARE ANALYSIS, 2022 157
10.4 COMPANY EVALUATION MATRIX 158
10.4.1 STARS 158
10.4.2 EMERGING LEADERS 158
10.4.3 PERVASIVE PLAYERS 159
10.4.4 PARTICIPANTS 159
FIGURE 45 DATA CENTER GPU MARKET: COMPANY EVALUATION MATRIX, 2022 159
10.4.5 COMPANY FOOTPRINT 160
TABLE 126 OVERALL COMPANY FOOTPRINT 160
TABLE 127 FUNCTION: COMPANY FOOTPRINT 161
TABLE 128 END USER: COMPANY FOOTPRINT 161
TABLE 129 REGION: COMPANY FOOTPRINT 162
10.5 STARTUPS/SMALL AND MEDIUM-SIZED ENTERPRISES (SMES) EVALUATION MATRIX 163
10.5.1 PROGRESSIVE COMPANIES 163
10.5.2 RESPONSIVE COMPANIES 163
10.5.3 DYNAMIC COMPANIES 163
10.5.4 STARTING BLOCKS 163
FIGURE 46 DATA CENTER GPU MARKET: STARTUPS/SMES EVALUATION MATRIX, 2022 164
10.5.5 COMPETITIVE BENCHMARKING 164
TABLE 130 STARTUPS/SMES MATRIX: DETAILED LIST OF KEY STARTUPS/SMES 164
TABLE 131 DATA CENTER GPU MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES 165
10.6 COMPETITIVE SCENARIOS AND TRENDS 166
10.6.1 DATA CENTER GPU MARKET: PRODUCT LAUNCHES, JANUARY 2019–AUGUST 2022 166
TABLE 132 DATA CENTER GPU MARKET: PRODUCT LAUNCHES, JANUARY 2019–SEPTEMBER 2023 166
10.6.2 DEALS 173
TABLE 133 DATA CENTER GPU MARKET: DEALS, MAY 2021–SEPTEMBER 2023 173
10.6.3 OTHERS 177
TABLE 134 DATA CENTER GPU MARKET: OTHERS, JUNE 2022–JULY 2023 177
11 COMPANY PROFILES 179
11.1 INTRODUCTION 179
11.2 KEY PLAYERS 179
(Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View)*
11.2.1 NVIDIA CORPORATION 179
TABLE 135 NVIDIA CORPORATION: COMPANY OVERVIEW 180
FIGURE 47 NVIDIA CORPORATION: COMPANY SNAPSHOT 180
TABLE 136 NVIDIA CORPORATION: PRODUCT/SOLUTIONS/SERVICES OFFERED 181
TABLE 137 NVIDIA CORPORATION: PRODUCT LAUNCHES 183
TABLE 138 NVIDIA CORPORATION: DEALS 185
11.2.2 ADVANCED MICRO DEVICES, INC. 189
TABLE 139 ADVANCED MICRO DEVICES, INC.: COMPANY OVERVIEW 190
FIGURE 48 ADVANCED MICRO DEVICES, INC.: COMPANY SNAPSHOT 190
TABLE 140 ADVANCED MICRO DEVICES, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED 191
TABLE 141 ADVANCED MICRO DEVICES, INC.: PRODUCT LAUNCHES 192
TABLE 142 ADVANCED MICRO DEVICES, INC.: DEALS 194
TABLE 143 ADVANCED MICRO DEVICES, INC.: OTHERS 195
11.2.3 INTEL CORPORATION 197
TABLE 144 INTEL CORPORATION: COMPANY OVERVIEW 197
FIGURE 49 INTEL CORPORATION: COMPANY SNAPSHOT 198
TABLE 145 INTEL CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED 198
TABLE 146 INTEL CORPORATION: PRODUCT LAUNCHES 199
TABLE 147 INTEL CORPORATION: DEALS 200
TABLE 148 INTEL CORPORATION: OTHERS 202
11.2.4 MICRON TECHNOLOGY, INC. 204
TABLE 149 MICRON TECHNOLOGY, INC.: COMPANY OVERVIEW 204
FIGURE 50 MICRON TECHNOLOGY, INC.: COMPANY SNAPSHOT 205
TABLE 150 MICRON TECHNOLOGY, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED 206
TABLE 151 MICRON TECHNOLOGY, INC.: PRODUCT LAUNCHES 207
TABLE 152 MICRON TECHNOLOGY, INC.: DEALS 208
11.2.5 IBM CORPORATION 212
TABLE 153 IBM CORPORATION: COMPANY OVERVIEW 212
FIGURE 51 IBM CORPORATION: COMPANY SNAPSHOT 213
TABLE 154 IBM CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED 213
TABLE 155 IBM CORPORATION: PRODUCT LAUNCHES 214
TABLE 156 IBM CORPORATION: DEALS 214
11.2.6 QUALCOMM TECHNOLOGIES, INC. 218
TABLE 157 QUALCOMM TECHNOLOGIES, INC.: COMPANY OVERVIEW 218
FIGURE 52 QUALCOMM TECHNOLOGIES, INC.: COMPANY SNAPSHOT 219
11.2.7 SAMSUNG ELECTRONICS CO., LTD. 225
TABLE 158 SAMSUNG ELECTRONICS CO., LTD.: COMPANY OVERVIEW 225
FIGURE 53 SAMSUNG ELECTRONICS CO., LTD.: COMPANY SNAPSHOT 226
TABLE 159 SAMSUNG ELECTRONICS CO., LTD.: PRODUCTS/SOLUTIONS/SERVICES OFFERED 227
TABLE 160 SAMSUNG ELECTRONICS CO., LTD.: PRODUCT LAUNCHES 227
TABLE 161 SAMSUNG ELECTRONICS CO., LTD.: DEALS 228
11.2.8 GOOGLE 230
TABLE 162 GOOGLE: COMPANY OVERVIEW 230
FIGURE 54 GOOGLE: COMPANY SNAPSHOT 231
TABLE 163 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 232
TABLE 164 GOOGLE: PRODUCT LAUNCHES 232
TABLE 165 GOOGLE: DEALS 233
11.2.9 MICROSOFT 236
TABLE 166 MICROSOFT: COMPANY OVERVIEW 236
FIGURE 55 MICROSOFT: COMPANY SNAPSHOT 237
TABLE 167 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED 237
TABLE 168 MICROSOFT: PRODUCT LAUNCHES 238
TABLE 169 MICROSOFT: DEALS 238
11.2.10 IMAGINATION TECHNOLOGIES 240
TABLE 170 IMAGINATION TECHNOLOGIES: COMPANY OVERVIEW 240
TABLE 171 IMAGINATION TECHNOLOGIES: PRODUCTS/SOLUTIONS/SERVICES OFFERED 240
TABLE 172 IMAGINATION TECHNOLOGIES: PRODUCT LAUNCHES 241
TABLE 173 IMAGINATION TECHNOLOGIES: DEALS 242
TABLE 174 IMAGINATION TECHNOLOGIES: OTHERS 245
*Details on Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View might not be captured in case of unlisted companies.
11.3 OTHER PLAYERS 246
11.3.1 GRAPHCORE 246
11.3.2 HUAWEI TECHNOLOGIES CO., LTD. 247
11.3.3 ARM LIMITED 248
11.3.4 ADVANTECH CO., LTD. 249
11.3.5 GIGABYTE TECHNOLOGY CO., LTD. 250
11.3.6 APPLE INC. 251
11.3.7 ZOTAC 252
12 APPENDIX 253
12.1 DISCUSSION GUIDE 253
12.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 256
12.3 CUSTOMIZATION OPTIONS 258
12.4 RELATED REPORTS 258
12.5 AUTHOR DETAILS 259
