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 
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