データセンターGPU市場:導入タイプ別(クラウド、オンプレミス)、機能別(トレーニング、推論)、エンドユーザー別(クラウドサービスプロバイダー、企業、政府)、地域別(北米、欧州、アジア太平洋地域、ROW) - 2028年までの世界予測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 データセンターGPU市場は、2023年の143億米ドルから成長し、2028年には630億米ドルに達すると予測されている。 人工知能(AI)データセンターにおける並列コンピューティングへの注目の高まり、ビッグデータ分析... もっと見る
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サマリーデータセンターGPU市場は、2023年の143億米ドルから成長し、2028年には630億米ドルに達すると予測されている。人工知能(AI)データセンターにおける並列コンピューティングへの注目の高まり、ビッグデータ分析におけるディープラーニング技術の利用の拡大、データトラフィックの増加、高いコンピューティングパワーの必要性などが、近年のデータセンター成長に道を開いている。しかし、データセンターGPUに関連する高コストがデータセンターGPU市場の成長を制限している。 "データセンターGPU市場の企業エンドユーザーセグメントが予測期間中に最大の市場シェアを握る" 金融、ヘルスケア、小売、製造など、さまざまな業界の企業は、データセンターGPUを必要とする多様なワークロードを持っています。これらのワークロードには、AIや機械学習、データ分析、仮想化、グラフィックス集約型アプリケーションなどが含まれる。企業では、顧客体験の向上からサプライチェーンの最適化まで、AIと機械学習を業務に統合する動きが加速しています。データセンターのGPUは、AIモデルのトレーニングと実行に不可欠であり、これが需要を牽引しています。科学研究、エンジニアリング・シミュレーション、その他の計算集約的なタスクに取り組む企業は、データセンターGPUのメリットを享受しています。これらのGPUは、ハイパフォーマンス・コンピューティング(HPC)クラスタのパフォーマンスを向上させます。データセンターGPUは拡張性が高いため、ビジネスの成長に合わせて計算リソースを拡張する必要がある企業に適しています。 「予測期間中、クラウド展開がオンプレミスセグメントに比べ高い成長を目撃する" クラウド展開は予測期間中、より高い成長率で成長すると予測されている。クラウド展開には、運用コストの削減、手間のかからない展開、高い拡張性、容易なデータアクセシビリティ、重要データへの迅速なアクセス、低い資本要件などの利点がある。AIにおけるNLPおよびMLツールのクラウド展開モードに対する需要は、クラウドベースのソリューションの利点に対する認識の高まりとともに増加すると予想される。多くの組織がオンプレミスからプライベート・クラウドまたはパブリック・クラウドに移行しているため、AIソリューション・プロバイダーは顧客向けの堅牢なクラウドベースのソリューション開発に注力している。AIの導入が進むにつれて、クラウドサーバーの構成にも変化が生じている。クラウドコンピューティング市場は、消費者からクラウドに転送されるデータ量の急増により、近年著しい成長を遂げている。このことがGPUアクセラレータの需要に拍車をかけている。GPUは、待ち時間を短縮することで、サーバーでのデータ処理を最適化する。 「予測期間中、推論機能がデータセンターGPU市場で大きな成長を示す" 推論機能は、予測期間中に大きな成長を示すと予想されている。推論はレイテンシに敏感であり、学習されたモデルはほぼリアルタイムで分析し、分析を提供する必要がある。データを最速で処理するモデル展開のためのインフラストラクチャの要件が、推論市場を牽引すると予想される。 「予測期間中、北米がデータセンターGPU市場で大きな成長を目撃する」予測期間中、北米がデータセンターGPU市場で大きな成長を示すと予測されている。データセンターGPUの最大市場である。北米は、BFSI、小売、eコマース、テレコム、企業などの垂直分野全体で最も有望な地域となっている。政府や公共部門も、大規模な顧客基盤に対応するために技術的に高度化する競争に加わっている。北米はデータセンター向けGPU市場に大きく貢献しており、今後も成長が見込まれている。 二次調査を通じて収集したいくつかのセグメントとサブセグメントの市場規模を決定し検証する過程で、データセンターGPU市場分野の主要な業界専門家と広範な一次インタビューを実施した。本レポートの主要参加者の内訳は以下の通りである: 企業タイプ別企業タイプ別:Tier 1 - 40%、Tier 2 - 40%、Tier 3 - 20%:地域別:北米 -30%、欧州 -20%:北米:30%、欧州:20%、アジア太平洋地域:40%、その他の地域:10 本レポートでは、データセンター向けGPU市場における主要プレイヤーを、それぞれの市場ランキング分析とともに紹介しています。本レポートに掲載されている主要企業には、NVIDIA Corporation(エヌビディア)(米国)、Intel Corporation(インテル)(米国)、Advanced Micro Devices, Inc(AMD)(米国)、Samsung Electronics Co.(サムスン)(韓国)、マイクロン・テクノロジー社(マイクロン)(米国)、クアルコム・テクノロジーズ社(米国)、インターナショナル・ビジネス・マシーンズ社(IBM)(米国)、グーグル社(グーグル)(米国)、マイクロソフト社(マイクロソフト)(米国)、イマジネーション・テクノロジーズ社(英国)、アドバンテック社(台湾)、華為技術股份有限公司(華為技術)(華為技術)(華為技術)(華為技術)(華為技術)(華為技術)(華為技術)(華為技術(台湾)、Huawei Technologies Co.(ファーウェイ)(中国)、ZOTAC Technology Ltd. (香港)、Apple Inc.(香港)、Apple Inc.(米国)、GIGABYTE Technology Co.(Ltd.(台湾)、Arm Ltd.(英国)、Graphcore(英国)。 調査範囲この調査レポートは、データセンターGPU市場を展開タイプ、機能、エンドユーザー、地域別に分類しています。データセンターGPU市場に関連する主な促進要因、阻害要因、課題、機会を記載し、2028年までを予測しています。これらとは別に、レポートにはデータセンターGPU市場のエコシステムに含まれるすべての企業のリーダーシップマッピングと分析も含まれています。 レポート購入の主な利点 本レポートは、データセンターGPU市場全体とサブセグメントにおける収益数の最も近い近似値に関する情報を提供することで、この市場における市場リーダー/新規参入者を支援します。本レポートは、利害関係者が競争状況を理解し、自社のビジネスをより良く位置づけ、適切な市場参入戦略を計画するためのより多くの洞察を得るのに役立ちます。また、本レポートは、関係者が市場の鼓動を理解するのに役立ち、主要な市場促進要因、阻害要因、課題、および機会に関する情報を提供します。本レポートでは、以下のポイントに関する洞察を提供しています: - 主要促進要因(人工知能(AI)データセンターにおける並列コンピューティングへの注目の高まり、ビッグデータ分析におけるディープラーニング技術の利用の高まり、データトラフィックの増加と高コンピューティングパワーの必要性、企業におけるデータセンターGPUの採用の高まり)、阻害要因(データセンターGPUに関連する高コスト)の分析、データセンターGPU市場の成長に影響を与える機会(防衛システムへの人工知能(AI)ベースのソリューションの統合、ヘルスケア分野でのGPUの可能性の拡大、自律走行車のトレンドの台頭)、課題(データセンターGPUに関連するセキュリティ上の懸念、相互接続性に関する問題)。 - 製品開発/イノベーション:データセンター用GPU市場における今後の技術、研究開発活動、新製品・新サービスの発表に関する詳細な洞察。市場開発:有利な市場に関する包括的な情報 - 当レポートでは、さまざまな地域のデータセンターGPU市場を分析しています。 - 市場の多様化:データセンター用GPU市場における新製品&サービス、未開拓地域、最新動向、投資に関する詳細な情報を提供します。 - 競合評価:NVIDIA Corporation(エヌビディア)(米国)、Intel Corporation(インテル)(米国)、Advanced Micro Devices, Inc(AMD)(米国)など、データセンターGPU市場における主要企業の市場シェア、成長戦略、サービス内容を詳細に評価。 目次1 INTRODUCTION 211.1 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
SummaryThe 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. Table of Contents1 INTRODUCTION 211.1 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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