データセンターアクセラレータ市場:プロセッサタイプ(CPU、GPU、FPGA、ASIC)、タイプ(HPCデータセンター、クラウドデータセンター)、アプリケーション(ディープラーニングトレーニング、パブリッククラウドインターフェース、エンタープライズインターフェース)、地域別 - 2027年までの世界予測Data Center Accelerator Market by Processor Type (CPU, GPU, FPGA, ASIC), Type (HPC Data Center, Cloud Data Center), Application (Deep Learning Training, Public Cloud Interface, Enterprise Interface) and Region - Global Forecast to 2027 データセンターアクセラレータの市場規模は、2022年に212億米ドルと推定され、予測期間中にCAGR24.7%で2027年には640億米ドルに達すると予測されます。データセンターアクセラレータ市場の活況は、機械学習をサ... もっと見る
サマリーデータセンターアクセラレータの市場規模は、2022年に212億米ドルと推定され、予測期間中にCAGR24.7%で2027年には640億米ドルに達すると予測されます。データセンターアクセラレータ市場の活況は、機械学習をサービスとして提供する企業の増加や、FPGAベースのアクセラレータの需要増が主な要因となっています。さらに、技術革新と投資の高まりが、データセンターアクセラレータ市場の成長をさらに加速させています。競争力のある製造コスト、高い経済成長率も、データセンターアクセラレータ市場の成長を促進する主な要因の1つです。"企業推論が2022年から2027年の間に高い成長率に貢献" 企業は、データで何ができるかのダイナミズムに気づき、より良いデータ管理を支援するために、既存のリソースから設備の整ったデータセンターへ移行しています。データセンターは、世界中の企業にとって、ITインフラストラクチャの要件を満たすための最重要課題となりました。このように情報への取り組みが変化したことで、データセンターは単なる追加的なストレージ施設という枠を超えた存在になってきています。したがって、企業向け推論分野は、今後5年間でより高い成長率を示すと予想されます。 "クラウドデータセンターは2022年から2027年の間に最大シェアを占める" エンターテインメント、ゲーム、データベースなど、あらゆるアプリケーションの需要が高まっていることから、世界中でデータセンターの必要性が高まっていることは明らかです。データセンターは現在のシナリオで必要とされ、スペースの制約やその設立、修理、保守、冷却などのための資本の増加によりすぐに増加しますが、クラウドデータセンターの採用が増加し、組織が第三者パートナーにインフラをリースし、インターネットを介してデータセンターのリソースにアクセスするようになってきました。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、近年大きな成長を遂げています。 「予測期間中、欧州が大きな市場シェアを占めると予測 欧州の企業は、今後2年間.すなわち2022年と2023年に、クラウドサービスの利用を増加させる可能性があります。この地域では、クラウド・インフラ・サービス・プロバイダー(ヨーロッパ)が作成した行動規範やOpenCloud Foundation(ブリュッセル)の規制など、クラウドサービスに基づく法的手法が活性化し、ヨーロッパにおけるクラウドサービスの普及とクラウドデータの標準化が進むと考えられます。ヨーロッパにおけるデータセンターのローカライゼーションは、近い将来、エンドユーザーにとって重要な役割を果たすことになるでしょう。したがって、欧州地域は予測期間中、すなわち2022年から2027年の間に、大きな市場シェアを目撃することになる。 データセンターアクセラレータ市場では、Intel Corporation(米国)、NVIDIA Corporation(米国)、Advanced Micro Devices, Inc(米国)、Micron Technology, Inc.、Qualcomm Technologies, Inc.(米国)が主要プレーヤーとして名を連ねています。これらのトッププレーヤーは、製品とサービスの強力なポートフォリオを持ち、成熟市場と新興市場の両方で存在感を示しています。 本調査では、データセンターアクセラレータ市場におけるこれらの主要企業の企業概要、最近の開発状況、主要な市場戦略など、詳細な競合分析を行っています。 調査対象範囲 データセンターアクセラレータ市場の説明、定義、予測とともに、タイプ、プロセッサタイプ、アプリケーション、地域に基づく市場細分化について記載しています。市場の成長または衰退に影響を与えるすべての要因(促進要因、抑制要因、機会、課題など)についての詳細な説明を記載しています。また、主要企業が市場成長のために行った製品投入、買収、拡張、契約、パートナーシップ、開発などの競争的展開の詳細な分析も含まれています。 レポート購入の主なメリット このレポートは、異なるアプリケーションや地域における収益の最も近い市場推定数、また市場セグメントだけでなくサブセグメントについても世界レベルで全体として異なる市場セグメントの収益に関する情報に関して、この市場の同業者や市場リーダー、新規参入者を支援します。レポートのもう一つの利点は、利害関係者がより良いビジネスを位置づけ、市場で維持するために適切な戦略的開発を計画できるように、より多くの洞察を得るために競争環境の包括的なシナリオを理解するのに役立つということです。本レポートは、市場の脈動と主要な市場促進要因、阻害要因、課題、機会に関連する情報を関係者に提供します。 目次1 INTRODUCTION 271.1 STUDY OBJECTIVES 27 1.2 MARKET DEFINITION 27 1.2.1 INCLUSIONS AND EXCLUSIONS 28 1.3 STUDY SCOPE 28 1.3.1 MARKETS COVERED 28 FIGURE 1 DATA CENTER ACCELERATOR MARKET: SEGMENTATION 28 1.3.2 REGIONAL SCOPE 29 1.3.3 YEARS CONSIDERED 29 1.4 CURRENCY CONSIDERED 29 1.5 LIMITATIONS 30 1.6 STAKEHOLDERS 30 1.7 SUMMARY OF CHANGES 31 2 RESEARCH METHODOLOGY 32 2.1 RESEARCH DATA 32 FIGURE 2 DATA CENTER ACCELERATOR MARKET: PROCESS FLOW OF MARKET SIZE ESTIMATION 32 FIGURE 3 DATA CENTER ACCELERATOR MARKET: RESEARCH DESIGN 33 2.1.1 SECONDARY DATA 34 2.1.1.1 Key data from secondary sources 34 2.1.2 PRIMARY DATA 34 2.1.2.1 Key industry insights 35 2.1.2.2 Breakdown of primaries 35 2.1.3 SECONDARY AND PRIMARY DATA 36 2.2 MARKET SIZE ESTIMATION 37 2.2.1 BOTTOM-UP APPROACH 37 FIGURE 4 DATA CENTER ACCELERATOR MARKET: MARKET SIZE ESTIMATION 38 2.2.1.1 Approach for deriving market share using bottom-up analysis (demand side) 39 2.2.2 TOP-DOWN APPROACH 40 2.2.2.1 Approach for deriving market share using top-down analysis (supply side) 40 2.3 DATA TRIANGULATION 41 FIGURE 5 DATA TRIANGULATION 41 2.4 RESEARCH ASSUMPTIONS 42 2.5 RISK ASSESSMENT 42 2.6 LIMITATIONS 43 3 EXECUTIVE SUMMARY 44 FIGURE 6 DATA CENTER ACCELERATOR MARKET, 2018–2027 44 FIGURE 7 ASIC SEGMENT TO REGISTER HIGHEST CAGR IN DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, DURING FORECAST PERIOD 45 FIGURE 8 DEEP LEARNING TRAINING SEGMENT TO HOLD LARGEST SHARE OF DATA CENTER ACCELERATOR MARKET, BY APPLICATION, DURING FORECAST PERIOD 45 FIGURE 9 CLOUD DATA CENTER SEGMENT TO HOLD LARGER SHARE OF DATA CENTER ACCELERATOR MARKET, BY TYPE, DURING REVIEW PERIOD 46 FIGURE 10 ASIA PACIFIC TO REGISTER HIGHEST CAGR IN DATA CENTER ACCELERATOR MARKET DURING REVIEW PERIOD 47 4 PREMIUM INSIGHTS 48 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS OPERATING IN DATA CENTER ACCELERATOR MARKET 48 FIGURE 11 EXPANDING FPGA-BASED ACCELERATOR MARKET 48 4.2 DATA CENTER ACCELERATOR MARKET, BY TYPE 48 FIGURE 12 CLOUD DATA CENTER ACCELERATOR SEGMENT TO ACCOUNT FOR HIGHER MARKET SHARE DURING FORECAST PERIOD 48 4.3 ASIA PACIFIC DATA CENTER ACCELERATOR MARKET, BY TYPE AND COUNTRY 49 FIGURE 13 CLOUD DATA CENTER SEGMENT AND CHINA HELD LARGEST SHARES OF ASIA PACIFIC DATA CENTER ACCELERATOR MARKET IN 2021 49 4.4 DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE 49 FIGURE 14 ASIC SEGMENT TO REGISTER HIGHEST CAGR DURING REVIEW PERIOD 49 4.5 DATA CENTER ACCELERATOR MARKET, BY COUNTRY 50 FIGURE 15 INDIA TO REGISTER HIGHEST CAGR IN DATA CENTER ACCELERATOR MARKET DURING FORECAST PERIOD 50 5 MARKET OVERVIEW 51 5.1 INTRODUCTION 51 5.2 MARKET DYNAMICS 51 FIGURE 16 DATA CENTER ACCELERATOR MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 51 5.2.1 DRIVERS 52 FIGURE 17 DATA CENTER ACCELERATOR MARKET: DRIVERS AND THEIR IMPACT 52 5.2.1.1 Expanding cloud-based service market 52 TABLE 1 COMPANIES OFFERING CLOUD SERVICES FOR DEEP/MACHINE LEARNING 53 5.2.1.2 Rising focus on parallel computing in artificial intelligence (AI) data centers 53 5.2.1.3 Growing use of deep learning technology in big data analytics 54 5.2.1.4 Rising adoption of data center accelerators in enterprises 54 5.2.2 RESTRAINTS 54 FIGURE 18 DATA CENTER ACCELERATOR MARKET: RESTRAINTS AND THEIR IMPACT 54 5.2.2.1 Premium pricing of accelerators 55 5.2.2.2 Limited availability of artificial intelligence (AI) hardware experts 55 5.2.2.3 Need for specialized infrastructure 55 5.2.3 OPPORTUNITIES 56 FIGURE 19 DATA CENTER ACCELERATOR MARKET: OPPORTUNITIES AND THEIR IMPACT 56 5.2.3.1 Increasing demand for field programmable gate array (FPGA)-based accelerators 56 5.2.3.2 Rising need for co-processors with slowdown in Moore’s Law 57 FIGURE 20 SLOWDOWN IN MOORE’S LAW 57 5.2.3.3 Increasing number of companies offering Machine Learning-as-a-Service (MLaaS) 57 5.2.4 CHALLENGES 58 FIGURE 21 DATA CENTER ACCELERATOR MARKET: CHALLENGES AND THEIR IMPACT 58 5.2.4.1 Unreliability of artificial intelligence (AI) algorithms 58 5.2.4.2 Complex artificial intelligence (AI) mechanisms 58 5.2.4.3 High electricity consumption by data centers 59 5.3 VALUE CHAIN ANALYSIS 59 FIGURE 22 DATA CENTER ACCELERATOR MARKET: VALUE CHAIN ANALYSIS 60 5.4 ECOSYSTEM ANALYSIS 61 TABLE 2 DATA CENTER ACCELERATOR MARKET: ECOSYSTEM ANALYSIS 61 5.5 AVERAGE SELLING PRICE (ASP) ANALYSIS 63 TABLE 3 AVERAGE SELLING PRICE OF DATA CENTER ACCELERATOR CARDS, 2021 63 TABLE 4 AVERAGE SELLING PRICE OF PROCESSOR TYPES, 2018–2021 (USD) 64 5.6 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES 64 FIGURE 23 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES RELATED TO DATA CENTER ACCELERATOR MARKET 64 5.7 TECHNOLOGY ANALYSIS 65 5.7.1 CLOUD GRAPHICS PROCESSING UNIT (GPU) 65 5.7.2 ARTIFICIAL INTELLIGENCE (AI) 65 5.7.3 DEEP LEARNING IN BIG DATA ANALYTICS 66 5.7.4 PARALLEL COMPUTING IN DATA CENTERS 66 5.8 PORTER’S FIVE FORCES ANALYSIS 66 TABLE 5 DATA CENTER ACCELERATOR MARKET: PORTER’S FIVE FORCES ANALYSIS 67 FIGURE 24 DATA CENTER ACCELERATOR MARKET: PORTER’S FIVE FORCE ANALYSIS 67 5.8.1 BARGAINING POWER OF SUPPLIERS 67 5.8.2 BARGAINING POWER OF BUYERS 67 5.8.3 THREAT OF NEW ENTRANTS 68 5.8.4 THREAT OF SUBSTITUTES 68 5.8.5 INTENSITY OF COMPETITIVE RIVALRY 68 5.9 KEY STAKEHOLDERS AND BUYING CRITERIA 69 5.9.1 KEY STAKEHOLDERS IN BUYING PROCESS 69 FIGURE 25 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS, BY APPLICATION 69 TABLE 6 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS, BY APPLICATION (%) 69 5.9.2 BUYING CRITERIA 70 FIGURE 26 KEY BUYING CRITERIA, BY APPLICATION 70 TABLE 7 KEY BUYING CRITERIA, BY APPLICATION 70 5.10 CASE STUDY ANALYSIS 71 5.10.1 TWITCH USES XILINX’S ULTRASCALE+ FPGA ACCELERATION AND NGCODEC’S VP9 ENCODER IP TRANSCODING SOLUTIONS FOR LIVE VIDEO STREAMING 71 5.10.2 XILINX POWERS ALIBABA CLOUD FAAS WITH AI ACCELERATION SOLUTION FOR E-COMMERCE BUSINESS 71 5.10.3 ACCELERATION OF DARK MATTER SEARCH USING ARTIFICIAL INTELLIGENCE 72 5.10.4 ACCELERATION OF CFD USING XILINX ALVEO FPGA 72 5.10.5 OTHER USE CASES 73 5.10.5.1 Development of FPGA-accelerated deep neural network by Myrtle 73 5.10.5.2 Intel’s deep learning solutions help Somatic’s robots 74 5.10.5.3 Operational improvements in smart cities using artificial intelligence (AI) 74 5.10.5.4 Use of artificial intelligence (AI) in diagnostic radiology 74 5.10.5.5 Development of Global Accelerator by Atlassian 74 5.10.5.6 Adoption of Zymer’s CloudTech by Cisco 74 5.10.5.7 Adoption of DSI’s Prefabricated Modular Data Center solution by University of California 75 5.10.5.8 Adoption of SCMA’s SAP technology 75 5.11 TRADE DATA ANALYSIS 76 TABLE 8 IMPORT DATA OF PARTS AND ACCESSORIES OF MACHINES, BY COUNTRY, 2017–2021 (USD MILLION) 76 TABLE 9 EXPORT DATA OF PARTS AND ACCESSORIES OF MACHINES, BY COUNTRY, 2017–2021 (USD MILLION) 76 5.12 PATENT ANALYSIS 77 TABLE 10 NOTABLE PATENTS RELATED TO DATA CENTER ACCELERATOR MARKET 77 TABLE 11 NUMBER OF PATENTS RELATED TO DATA CENTER ACCELERATOR MARKET IN LAST 10 YEARS 79 FIGURE 27 TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS IN LAST 10 YEARS 80 FIGURE 28 NUMBER OF PATENTS GRANTED PER YEAR, 2012–2021 81 5.13 KEY CONFERENCES AND EVENTS, 2022–2023 81 TABLE 12 DATA CENTER ACCELERATOR MARKET: DETAILED LIST OF CONFERENCES AND EVENTS 81 5.14 STANDARDS AND GUIDELINES FOR DATA CENTER ACCELERATOR MARKET 84 5.14.1 STORAGE NETWORKING INDUSTRY ASSOCIATION (SNIA) 84 5.14.2 TELECOMMUNICATION INFRASTRUCTURE STANDARD FOR DATA CENTERS 84 5.14.3 DISTRIBUTED MANAGEMENT TASK FORCE (DMTF) STANDARD 84 5.14.4 ELECTRONICS INDUSTRY ASSOCIATION (EIA) 84 5.14.5 TELECOMMUNICATION INDUSTRY ASSOCIATION (TIA) 84 5.14.6 DATA CENTER SITE INFRASTRUCTURE TIER STANDARD (UPTIME INSTITUTE) 84 5.14.7 STORAGE NETWORKING INDUSTRY ASSOCIATION (SNIA) AND CLOUD DATA MANAGEMENT INFERENCE (CDMI) 85 5.15 REGULATORY LANDSCAPE 85 5.15.1 NORTH AMERICA 85 5.15.1.1 Export–Import regulations 85 5.15.2 EUROPE 85 5.15.2.1 Restriction of Hazardous Substances (ROHS) and Waste Electrical and Electronic Equipment (WEEE) Directives 85 5.15.2.2 Registration, Evaluation, Authorization, and Restriction of Chemicals (REACH) 86 5.15.2.3 General Data Protection Regulation (GDPR) 86 6 DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE 87 6.1 INTRODUCTION 88 FIGURE 29 DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE 88 FIGURE 30 ASIC SEGMENT TO REGISTER HIGHEST CAGR IN DATA CENTER ACCELERATOR MARKET DURING FORECAST PERIOD 89 TABLE 13 DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2018–2021 (USD MILLION) 89 TABLE 14 DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2022–2027 (USD MILLION) 89 TABLE 15 DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2018–2021 (THOUSAND UNITS) 90 TABLE 16 DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2022–2027 (THOUSAND UNITS) 90 6.2 CENTRAL PROCESSING UNIT (CPU) 90 6.2.1 CENTRAL PROCESSING UNIT (CPU) CONSISTS OF FEW CORES THAT OPTIMIZE SEQUENTIAL SERIAL PROCESSING 90 TABLE 17 CPU: DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 91 TABLE 18 CPU: DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 91 TABLE 19 CPU: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 92 TABLE 20 CPU: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 92 6.3 GRAPHICS PROCESSING UNIT (GPU) 92 6.3.1 GRAPHICS PROCESSING UNIT (GPU) DEVELOPED TO DELIVER HIGH-PERFORMANCE TO DATA CENTERS 92 TABLE 21 GPU: DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 93 TABLE 22 GPU: DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 94 TABLE 23 GPU: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 94 TABLE 24 GPU: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 94 6.4 FIELD PROGRAMMABLE GATE ARRAY (FPGA) 94 6.4.1 FIELD PROGRAMMABLE GATE ARRAY (FPGA) USED PRIMARILY IN MACHINE LEARNING INFERENCE, VIDEO ALGORITHMS, AND SMALL-VOLUME SPECIALIZED APPLICATIONS 94 TABLE 25 FPGA: DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 96 TABLE 26 FPGA: DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 96 TABLE 27 FPGA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 96 TABLE 28 FPGA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 96 6.5 APPLICATION-SPECIFIC INTEGRATED CIRCUIT (ASIC) 97 6.5.1 APPLICATION-SPECIFIC INTEGRATED CIRCUIT (ASIC) OFFERS MAXIMUM PERFORMANCE AT GIVEN POWER 97 TABLE 29 ASIC: DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 98 TABLE 30 ASIC: DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 98 TABLE 31 ASIC: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 98 TABLE 32 ASIC: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 98 7 DATA CENTER ACCELERATOR MARKET, BY TYPE 99 7.1 INTRODUCTION 100 FIGURE 31 DATA CENTER ACCELERATOR MARKET, BY TYPE 100 FIGURE 32 CLOUD DATA CENTER ACCELERATOR MARKET TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 100 TABLE 33 DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 100 TABLE 34 DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 101 7.2 CLOUD DATA CENTER 101 7.2.1 RISING DEMAND FOR CO-PROCESSORS WITH INCREASE IN DATA TRANSFER TO CLOUD 101 TABLE 35 CLOUD DATA CENTER: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2018–2021 (USD MILLION) 102 TABLE 36 CLOUD DATA CENTER: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2022–2027 (USD MILLION) 102 TABLE 37 CLOUD DATA CENTER: DATA CENTER ACCELERATOR MARKET, BY REGION, 2018–2021 (USD MILLION) 102 TABLE 38 CLOUD DATA CENTER: DATA CENTER ACCELERATOR MARKET, BY REGION, 2022–2027 (USD MILLION) 103 7.3 HIGH-PERFORMANCE COMPUTING (HPC) DATA CENTER 103 7.3.1 RISING USE OF HIGH-PERFORMANCE COMPUTING (HPC) TO RUN HIGH-LEVEL COMPUTATIONAL ALGORITHMS THAT REQUIRE COMPLEX ANALYTICS 103 TABLE 39 HPC DATA CENTER: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2018–2021 (USD MILLION) 104 TABLE 40 HPC DATA CENTER: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2022–2027 (USD MILLION) 104 TABLE 41 HPC DATA CENTER: DATA CENTER ACCELERATOR MARKET, BY REGION, 2018–2021 (USD MILLION) 105 TABLE 42 HPC DATA CENTER: DATA CENTER ACCELERATOR MARKET, BY REGION, 2022–2027 (USD MILLION) 105 8 DATA CENTER ACCELERATOR MARKET, BY APPLICATION 106 8.1 INTRODUCTION 107 FIGURE 33 DATA CENTER ACCELERATOR MARKET, BY APPLICATION 107 FIGURE 34 ENTERPRISE INFERENCE SEGMENT TO REGISTER HIGHEST CAGR IN DATA CENTER ACCELERATOR MARKET DURING FORECAST PERIOD 108 TABLE 43 DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 108 TABLE 44 DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 108 8.2 DEEP LEARNING TRAINING 109 8.2.1 DEEP LEARNING USES ARTIFICIAL NEURAL NETWORKS TO LEARN MULTIPLE LEVELS OF DATA 109 TABLE 45 DEEP LEARNING TRAINING: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE 2018–2021 (USD MILLION) 109 TABLE 46 DEEP LEARNING TRAINING: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2022–2027 (USD MILLION) 110 8.3 PUBLIC CLOUD INFERENCE 110 8.3.1 PUBLIC CLOUD INFERENCE REDUCES INFRASTRUCTURE COSTS 110 TABLE 47 PUBLIC CLOUD INFERENCE: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2018–2021 (USD MILLION) 111 TABLE 48 PUBLIC CLOUD INFERENCE: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2022–2027 (USD MILLION) 111 8.4 ENTERPRISE INFERENCE 112 8.4.1 HYBRID CLOUD ARCHITECTURES ENABLE APPLICATIONS TO OPERATE WITH HIGH PERFORMANCE ON AMAZON WEB SERVICES 112 TABLE 49 ENTERPRISE INFERENCE: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2018–2021 (USD MILLION) 113 TABLE 50 ENTERPRISE INFERENCE: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2022–2027 (USD MILLION) 113 9 DATA CENTER ACCELERATOR MARKET, BY REGION 114 9.1 INTRODUCTION 115 FIGURE 35 DATA CENTER ACCELERATOR MARKET, BY REGION 115 FIGURE 36 DATA CENTER ACCELERATOR MARKET: REGIONAL SNAPSHOT 115 TABLE 51 DATA CENTER ACCELERATOR MARKET, BY REGION, 2018–2021 (USD MILLION) 116 TABLE 52 DATA CENTER ACCELERATOR MARKET, BY REGION, 2022–2027 (USD MILLION) 116 9.2 NORTH AMERICA 116 FIGURE 37 NORTH AMERICA: DATA CENTER ACCELERATOR MARKET SNAPSHOT 117 TABLE 53 NORTH AMERICA: DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 117 TABLE 54 NORTH AMERICA: DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 118 TABLE 55 NORTH AMERICA: HPC DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 118 TABLE 56 NORTH AMERICA: HPC DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 118 TABLE 57 NORTH AMERICA: CLOUD DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 119 TABLE 58 NORTH AMERICA: CLOUD DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 119 TABLE 59 NORTH AMERICA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 119 TABLE 60 NORTH AMERICA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 119 9.2.1 US 120 9.2.1.1 Large-scale deployment of modular and co-location facilities 120 TABLE 61 US: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 121 TABLE 62 US: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 121 9.2.2 CANADA 121 9.2.2.1 Growing requirement for research and development (R&D) to create need for high-processing data 121 TABLE 63 CANADA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 123 TABLE 64 CANADA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 123 9.2.3 MEXICO 123 9.2.3.1 Rising investments by tech companies to tap data center-related business opportunities 123 TABLE 65 MEXICO: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 124 TABLE 66 MEXICO: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 124 9.3 EUROPE 125 FIGURE 38 EUROPE: DATA CENTER ACCELERATOR MARKET SNAPSHOT 126 TABLE 67 EUROPE: DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 126 TABLE 68 EUROPE: DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 127 TABLE 69 EUROPE: HPC DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 127 TABLE 70 EUROPE: HPC DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 127 TABLE 71 EUROPE: CLOUD DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 128 TABLE 72 EUROPE: CLOUD DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 128 TABLE 73 EUROPE: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 128 TABLE 74 EUROPE: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 128 9.3.1 UK 129 9.3.1.1 Increasing demand for artificial intelligence (AI)-based solutions 129 TABLE 75 UK: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 130 TABLE 76 UK: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 130 9.3.2 GERMANY 130 9.3.2.1 Increased demand for data centers and co-location operators with growth in adoption of cloud computing and Industry 4.0 technologies 130 TABLE 77 GERMANY: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 131 TABLE 78 GERMANY: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 131 9.3.3 NETHERLANDS 131 9.3.3.1 Increasing enhancements in digital infrastructures 131 TABLE 79 NETHERLANDS: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 132 TABLE 80 NETHERLANDS: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 132 9.3.4 REST OF EUROPE 132 TABLE 81 REST OF EUROPE: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 133 TABLE 82 REST OF EUROPE: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 134 9.4 ASIA PACIFIC 134 FIGURE 39 ASIA PACIFIC: DATA CENTER ACCELERATOR MARKET SNAPSHOT 135 TABLE 83 ASIA PACIFIC: DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 136 TABLE 84 ASIA PACIFIC: DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 136 TABLE 85 ASIA PACIFIC: HPC DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 137 TABLE 86 ASIA PACIFIC: HPC DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 137 TABLE 87 ASIA PACIFIC: CLOUD DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 137 TABLE 88 ASIA PACIFIC: CLOUD DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 138 TABLE 89 ASIA PACIFIC: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 138 TABLE 90 ASIA PACIFIC: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 138 9.4.1 CHINA 139 9.4.1.1 Increasing investments in technological advancements 139 TABLE 91 CHINA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 139 TABLE 92 CHINA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 139 9.4.2 JAPAN 140 9.4.2.1 Rising adoption of artificial intelligence (AI) by multinational companies across different industries 140 TABLE 93 JAPAN: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 141 TABLE 94 JAPAN: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 141 9.4.3 SINGAPORE 141 9.4.3.1 Increasing use of data center cloud services by small and mid-sized companies 141 TABLE 95 SINGAPORE: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 142 TABLE 96 SINGAPORE: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 142 9.4.4 INDIA 142 9.4.4.1 Rising data center operations with high demand for IT services from domestic and international markets 142 TABLE 97 INDIA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 143 TABLE 98 INDIA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 143 9.4.5 AUSTRALIA 143 9.4.5.1 Rising number of modular data centers 143 TABLE 99 AUSTRALIA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 144 TABLE 100 AUSTRALIA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 144 9.4.6 REST OF ASIA PACIFIC 144 TABLE 101 REST OF ASIA PACIFIC: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 145 TABLE 102 REST OF ASIA PACIFIC: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 145 9.5 ROW 145 TABLE 103 ROW: DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 145 TABLE 104 ROW: DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 146 TABLE 105 ROW: HPC DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 146 TABLE 106 ROW: HPC DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 146 TABLE 107 ROW: CLOUD DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 147 TABLE 108 ROW: CLOUD DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 147 TABLE 109 ROW: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 147 TABLE 110 ROW: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 147 9.5.1 BRAZIL 148 9.5.1.1 Expanding computing services market 148 TABLE 111 BRAZIL: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 148 TABLE 112 BRAZIL: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 148 9.5.2 OTHERS IN ROW 149 TABLE 113 OTHERS IN ROW: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 149 TABLE 114 OTHERS IN ROW: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 150 10 COMPETITIVE LANDSCAPE 151 10.1 INTRODUCTION 151 10.2 STRATEGIES ADOPTED BY KEY PLAYERS/RIGHT TO WIN 151 TABLE 115 OVERVIEW OF STRATEGIES DEPLOYED BY KEY PLAYERS IN THE DATA CENTER ACCELERATOR MARKET 151 10.2.1 PRODUCT PORTFOLIO 152 10.2.2 REGIONAL FOCUS 152 10.2.3 MANUFACTURING FOOTPRINT 152 10.2.4 ORGANIC/INORGANIC GROWTH STRATEGIES 153 10.3 MARKET SHARE ANALYSIS, 2021 153 TABLE 116 DATA CENTER ACCELERATOR MARKET: DEGREE OF COMPETITION, 2021 153 10.4 FIVE-YEAR COMPANY REVENUE ANALYSIS 153 FIGURE 40 FIVE-YEAR SEGMENTAL REVENUE ANALYSIS OF TOP FIVE MARKET PLAYERS 154 10.5 COMPANY EVALUATION QUADRANT 155 10.5.1 STARS 155 10.5.2 EMERGING LEADERS 155 10.5.3 PERVASIVE PLAYERS 156 10.5.4 PARTICIPANTS 156 FIGURE 41 COMPANY EVALUATION QUADRANT: DATA CENTER ACCELERATOR MARKET, 2021 156 10.6 COMPANY FOOTPRINT 157 TABLE 117 OVERALL COMPANY FOOTPRINT 157 TABLE 118 APPLICATION: COMPANY FOOTPRINT 158 TABLE 119 REGION: COMPANY FOOTPRINT 159 10.7 COMPETITIVE BENCHMARKING 160 10.7.1 STARTUP EVALUATION MATRIX: DATA CENTER ACCELERATOR MARKET 160 TABLE 120 DATA CENTER ACCELERATOR MARKET: LIST OF KEY STARTUPS/SMES 160 TABLE 121 DATA CENTER ACCELERATOR MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES 162 10.8 SMALL AND MEDIUM-SIZED ENTERPRISES (SMES) EVALUATION QUADRANT 162 10.8.1 PROGRESSIVE COMPANIES 162 10.8.2 RESPONSIVE COMPANIES 162 10.8.3 DYNAMIC COMPANIES 162 10.8.4 STARTING BLOCKS 162 FIGURE 42 SME EVALUATION QUADRANT: DATA CENTER ACCELERATOR MARKET, 2021 163 10.9 COMPETITIVE SCENARIOS AND TRENDS 164 10.9.1 DATA CENTER ACCELERATOR MARKET: PRODUCT LAUNCHES, JANUARY 2020–AUGUST 2022 164 10.9.2 DATA CENTER ACCELERATOR MARKET: DEALS, JANUARY 2020–AUGUST 2022 167 11 COMPANY PROFILES 173 (Business Overview, Products/Solutions/Services Offered, Recent Developments, and MnM View (Key strengths/Right to Win, Strategic Choices Made, and Weaknesses and Competitive Threats))* 11.1 INTRODUCTION 173 11.2 KEY PLAYERS 173 11.2.1 INTEL CORPORATION 173 TABLE 122 INTEL CORPORATION: COMPANY OVERVIEW 173 FIGURE 43 INTEL CORPORATION: COMPANY SNAPSHOT 174 11.2.2 NVIDIA CORPORATION 179 TABLE 123 NVIDIA CORPORATION: COMPANY OVERVIEW 179 FIGURE 44 NVIDIA CORPORATION: COMPANY SNAPSHOT 180 11.2.3 ADVANCED MICRO DEVICES, INC 186 TABLE 124 ADVANCED MICRO DEVICES, INC: COMPANY OVERVIEW 187 FIGURE 45 ADVANCED MICRO DEVICES, INC: COMPANY SNAPSHOT 187 11.2.4 MICRON TECHNOLOGY, INC. 194 TABLE 125 MICRON TECHNOLOGY, INC.: COMPANY OVERVIEW 194 FIGURE 46 MICRON TECHNOLOGY, INC.: COMPANY SNAPSHOT 195 11.2.5 QUALCOMM TECHNOLOGIES, INC. 201 TABLE 126 QUALCOMM TECHNOLOGIES, INC.: COMPANY OVERVIEW 201 FIGURE 47 QUALCOMM TECHNOLOGIES, INC.: COMPANY SNAPSHOT 202 11.2.6 IBM CORPORATION 207 TABLE 127 IBM CORPORATION: COMPANY OVERVIEW 207 FIGURE 48 IBM CORPORATION: COMPANY SNAPSHOT 208 11.2.7 GOOGLE 212 TABLE 128 GOOGLE: COMPANY OVERVIEW 212 FIGURE 49 GOOGLE: COMPANY SNAPSHOT 213 11.2.8 MARVELL 217 TABLE 129 MARVELL: COMPANY OVERVIEW 217 FIGURE 50 MARVELL: COMPANY SNAPSHOT 218 11.2.9 ACHRONIX SEMICONDUCTOR CORPORATION 222 TABLE 130 ACHRONIX SEMICONDUCTOR CORPORATION: COMPANY OVERVIEW 222 11.2.10 DELL INC. 225 TABLE 131 DELL INC.: COMPANY OVERVIEW 225 FIGURE 51 DELL INC.: COMPANY SNAPSHOT 226 11.3 OTHER PLAYERS 228 11.3.1 GRAPHCORE 228 11.3.2 HUAWEI TECHNOLOGIES 229 11.3.3 FUJITSU 230 11.3.4 WAVE COMPUTING 231 11.3.5 SAMBANOVA SYSTEMS, INC. 232 11.3.6 GYRFALCON TECHNOLOGY INC. 232 11.3.7 NEC CORPORATION 233 11.3.8 LATTICE SEMICONDUCTOR 233 11.3.9 ENFLAME TECHNOLOGY 234 11.3.10 MICROCHIP TECHNOLOGY INC. 234 11.3.11 LEAPMIND INC. 235 11.3.12 QNAP SYSTEMS, INC. 235 11.3.13 ADVANTECH CO., LTD. 236 11.3.14 SEMPTIAN 236 11.3.15 CISCO SYSTEMS, INC. 237 *Details on Business Overview, Products/Solutions/Services Offered, Recent Developments, and MnM View (Key strengths/Right to Win, Strategic Choices Made, and Weaknesses and Competitive Threats) might not be captured in case of unlisted companies. 12 APPENDIX 238 12.1 DISCUSSION GUIDE 238 12.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 241 12.3 CUSTOMIZATION OPTIONS 243 12.4 RELATED REPORTS 243 12.5 AUTHOR DETAILS 244
SummaryThe Data Center Accelerator market size is estimated to be USD 21.2 billion in 2022 and is projected to reach USD 64.0 billion by 2027, at a CAGR of 24.7% during the forecast period. The boom in the data center accelerator market is mostly due to the increasing number of companies offering machine learning as a service and increasing demand for FPGA-based accelerators. Moreover, technological innovations and rising investments have further accelerated the growth of the data center accelerator market. Competitive manufacturing costs, and high economic growth rates, are some of the other major factors driving the growth of the data center accelerator market. Table of Contents1 INTRODUCTION 271.1 STUDY OBJECTIVES 27 1.2 MARKET DEFINITION 27 1.2.1 INCLUSIONS AND EXCLUSIONS 28 1.3 STUDY SCOPE 28 1.3.1 MARKETS COVERED 28 FIGURE 1 DATA CENTER ACCELERATOR MARKET: SEGMENTATION 28 1.3.2 REGIONAL SCOPE 29 1.3.3 YEARS CONSIDERED 29 1.4 CURRENCY CONSIDERED 29 1.5 LIMITATIONS 30 1.6 STAKEHOLDERS 30 1.7 SUMMARY OF CHANGES 31 2 RESEARCH METHODOLOGY 32 2.1 RESEARCH DATA 32 FIGURE 2 DATA CENTER ACCELERATOR MARKET: PROCESS FLOW OF MARKET SIZE ESTIMATION 32 FIGURE 3 DATA CENTER ACCELERATOR MARKET: RESEARCH DESIGN 33 2.1.1 SECONDARY DATA 34 2.1.1.1 Key data from secondary sources 34 2.1.2 PRIMARY DATA 34 2.1.2.1 Key industry insights 35 2.1.2.2 Breakdown of primaries 35 2.1.3 SECONDARY AND PRIMARY DATA 36 2.2 MARKET SIZE ESTIMATION 37 2.2.1 BOTTOM-UP APPROACH 37 FIGURE 4 DATA CENTER ACCELERATOR MARKET: MARKET SIZE ESTIMATION 38 2.2.1.1 Approach for deriving market share using bottom-up analysis (demand side) 39 2.2.2 TOP-DOWN APPROACH 40 2.2.2.1 Approach for deriving market share using top-down analysis (supply side) 40 2.3 DATA TRIANGULATION 41 FIGURE 5 DATA TRIANGULATION 41 2.4 RESEARCH ASSUMPTIONS 42 2.5 RISK ASSESSMENT 42 2.6 LIMITATIONS 43 3 EXECUTIVE SUMMARY 44 FIGURE 6 DATA CENTER ACCELERATOR MARKET, 2018–2027 44 FIGURE 7 ASIC SEGMENT TO REGISTER HIGHEST CAGR IN DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, DURING FORECAST PERIOD 45 FIGURE 8 DEEP LEARNING TRAINING SEGMENT TO HOLD LARGEST SHARE OF DATA CENTER ACCELERATOR MARKET, BY APPLICATION, DURING FORECAST PERIOD 45 FIGURE 9 CLOUD DATA CENTER SEGMENT TO HOLD LARGER SHARE OF DATA CENTER ACCELERATOR MARKET, BY TYPE, DURING REVIEW PERIOD 46 FIGURE 10 ASIA PACIFIC TO REGISTER HIGHEST CAGR IN DATA CENTER ACCELERATOR MARKET DURING REVIEW PERIOD 47 4 PREMIUM INSIGHTS 48 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS OPERATING IN DATA CENTER ACCELERATOR MARKET 48 FIGURE 11 EXPANDING FPGA-BASED ACCELERATOR MARKET 48 4.2 DATA CENTER ACCELERATOR MARKET, BY TYPE 48 FIGURE 12 CLOUD DATA CENTER ACCELERATOR SEGMENT TO ACCOUNT FOR HIGHER MARKET SHARE DURING FORECAST PERIOD 48 4.3 ASIA PACIFIC DATA CENTER ACCELERATOR MARKET, BY TYPE AND COUNTRY 49 FIGURE 13 CLOUD DATA CENTER SEGMENT AND CHINA HELD LARGEST SHARES OF ASIA PACIFIC DATA CENTER ACCELERATOR MARKET IN 2021 49 4.4 DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE 49 FIGURE 14 ASIC SEGMENT TO REGISTER HIGHEST CAGR DURING REVIEW PERIOD 49 4.5 DATA CENTER ACCELERATOR MARKET, BY COUNTRY 50 FIGURE 15 INDIA TO REGISTER HIGHEST CAGR IN DATA CENTER ACCELERATOR MARKET DURING FORECAST PERIOD 50 5 MARKET OVERVIEW 51 5.1 INTRODUCTION 51 5.2 MARKET DYNAMICS 51 FIGURE 16 DATA CENTER ACCELERATOR MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 51 5.2.1 DRIVERS 52 FIGURE 17 DATA CENTER ACCELERATOR MARKET: DRIVERS AND THEIR IMPACT 52 5.2.1.1 Expanding cloud-based service market 52 TABLE 1 COMPANIES OFFERING CLOUD SERVICES FOR DEEP/MACHINE LEARNING 53 5.2.1.2 Rising focus on parallel computing in artificial intelligence (AI) data centers 53 5.2.1.3 Growing use of deep learning technology in big data analytics 54 5.2.1.4 Rising adoption of data center accelerators in enterprises 54 5.2.2 RESTRAINTS 54 FIGURE 18 DATA CENTER ACCELERATOR MARKET: RESTRAINTS AND THEIR IMPACT 54 5.2.2.1 Premium pricing of accelerators 55 5.2.2.2 Limited availability of artificial intelligence (AI) hardware experts 55 5.2.2.3 Need for specialized infrastructure 55 5.2.3 OPPORTUNITIES 56 FIGURE 19 DATA CENTER ACCELERATOR MARKET: OPPORTUNITIES AND THEIR IMPACT 56 5.2.3.1 Increasing demand for field programmable gate array (FPGA)-based accelerators 56 5.2.3.2 Rising need for co-processors with slowdown in Moore’s Law 57 FIGURE 20 SLOWDOWN IN MOORE’S LAW 57 5.2.3.3 Increasing number of companies offering Machine Learning-as-a-Service (MLaaS) 57 5.2.4 CHALLENGES 58 FIGURE 21 DATA CENTER ACCELERATOR MARKET: CHALLENGES AND THEIR IMPACT 58 5.2.4.1 Unreliability of artificial intelligence (AI) algorithms 58 5.2.4.2 Complex artificial intelligence (AI) mechanisms 58 5.2.4.3 High electricity consumption by data centers 59 5.3 VALUE CHAIN ANALYSIS 59 FIGURE 22 DATA CENTER ACCELERATOR MARKET: VALUE CHAIN ANALYSIS 60 5.4 ECOSYSTEM ANALYSIS 61 TABLE 2 DATA CENTER ACCELERATOR MARKET: ECOSYSTEM ANALYSIS 61 5.5 AVERAGE SELLING PRICE (ASP) ANALYSIS 63 TABLE 3 AVERAGE SELLING PRICE OF DATA CENTER ACCELERATOR CARDS, 2021 63 TABLE 4 AVERAGE SELLING PRICE OF PROCESSOR TYPES, 2018–2021 (USD) 64 5.6 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES 64 FIGURE 23 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES RELATED TO DATA CENTER ACCELERATOR MARKET 64 5.7 TECHNOLOGY ANALYSIS 65 5.7.1 CLOUD GRAPHICS PROCESSING UNIT (GPU) 65 5.7.2 ARTIFICIAL INTELLIGENCE (AI) 65 5.7.3 DEEP LEARNING IN BIG DATA ANALYTICS 66 5.7.4 PARALLEL COMPUTING IN DATA CENTERS 66 5.8 PORTER’S FIVE FORCES ANALYSIS 66 TABLE 5 DATA CENTER ACCELERATOR MARKET: PORTER’S FIVE FORCES ANALYSIS 67 FIGURE 24 DATA CENTER ACCELERATOR MARKET: PORTER’S FIVE FORCE ANALYSIS 67 5.8.1 BARGAINING POWER OF SUPPLIERS 67 5.8.2 BARGAINING POWER OF BUYERS 67 5.8.3 THREAT OF NEW ENTRANTS 68 5.8.4 THREAT OF SUBSTITUTES 68 5.8.5 INTENSITY OF COMPETITIVE RIVALRY 68 5.9 KEY STAKEHOLDERS AND BUYING CRITERIA 69 5.9.1 KEY STAKEHOLDERS IN BUYING PROCESS 69 FIGURE 25 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS, BY APPLICATION 69 TABLE 6 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS, BY APPLICATION (%) 69 5.9.2 BUYING CRITERIA 70 FIGURE 26 KEY BUYING CRITERIA, BY APPLICATION 70 TABLE 7 KEY BUYING CRITERIA, BY APPLICATION 70 5.10 CASE STUDY ANALYSIS 71 5.10.1 TWITCH USES XILINX’S ULTRASCALE+ FPGA ACCELERATION AND NGCODEC’S VP9 ENCODER IP TRANSCODING SOLUTIONS FOR LIVE VIDEO STREAMING 71 5.10.2 XILINX POWERS ALIBABA CLOUD FAAS WITH AI ACCELERATION SOLUTION FOR E-COMMERCE BUSINESS 71 5.10.3 ACCELERATION OF DARK MATTER SEARCH USING ARTIFICIAL INTELLIGENCE 72 5.10.4 ACCELERATION OF CFD USING XILINX ALVEO FPGA 72 5.10.5 OTHER USE CASES 73 5.10.5.1 Development of FPGA-accelerated deep neural network by Myrtle 73 5.10.5.2 Intel’s deep learning solutions help Somatic’s robots 74 5.10.5.3 Operational improvements in smart cities using artificial intelligence (AI) 74 5.10.5.4 Use of artificial intelligence (AI) in diagnostic radiology 74 5.10.5.5 Development of Global Accelerator by Atlassian 74 5.10.5.6 Adoption of Zymer’s CloudTech by Cisco 74 5.10.5.7 Adoption of DSI’s Prefabricated Modular Data Center solution by University of California 75 5.10.5.8 Adoption of SCMA’s SAP technology 75 5.11 TRADE DATA ANALYSIS 76 TABLE 8 IMPORT DATA OF PARTS AND ACCESSORIES OF MACHINES, BY COUNTRY, 2017–2021 (USD MILLION) 76 TABLE 9 EXPORT DATA OF PARTS AND ACCESSORIES OF MACHINES, BY COUNTRY, 2017–2021 (USD MILLION) 76 5.12 PATENT ANALYSIS 77 TABLE 10 NOTABLE PATENTS RELATED TO DATA CENTER ACCELERATOR MARKET 77 TABLE 11 NUMBER OF PATENTS RELATED TO DATA CENTER ACCELERATOR MARKET IN LAST 10 YEARS 79 FIGURE 27 TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS IN LAST 10 YEARS 80 FIGURE 28 NUMBER OF PATENTS GRANTED PER YEAR, 2012–2021 81 5.13 KEY CONFERENCES AND EVENTS, 2022–2023 81 TABLE 12 DATA CENTER ACCELERATOR MARKET: DETAILED LIST OF CONFERENCES AND EVENTS 81 5.14 STANDARDS AND GUIDELINES FOR DATA CENTER ACCELERATOR MARKET 84 5.14.1 STORAGE NETWORKING INDUSTRY ASSOCIATION (SNIA) 84 5.14.2 TELECOMMUNICATION INFRASTRUCTURE STANDARD FOR DATA CENTERS 84 5.14.3 DISTRIBUTED MANAGEMENT TASK FORCE (DMTF) STANDARD 84 5.14.4 ELECTRONICS INDUSTRY ASSOCIATION (EIA) 84 5.14.5 TELECOMMUNICATION INDUSTRY ASSOCIATION (TIA) 84 5.14.6 DATA CENTER SITE INFRASTRUCTURE TIER STANDARD (UPTIME INSTITUTE) 84 5.14.7 STORAGE NETWORKING INDUSTRY ASSOCIATION (SNIA) AND CLOUD DATA MANAGEMENT INFERENCE (CDMI) 85 5.15 REGULATORY LANDSCAPE 85 5.15.1 NORTH AMERICA 85 5.15.1.1 Export–Import regulations 85 5.15.2 EUROPE 85 5.15.2.1 Restriction of Hazardous Substances (ROHS) and Waste Electrical and Electronic Equipment (WEEE) Directives 85 5.15.2.2 Registration, Evaluation, Authorization, and Restriction of Chemicals (REACH) 86 5.15.2.3 General Data Protection Regulation (GDPR) 86 6 DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE 87 6.1 INTRODUCTION 88 FIGURE 29 DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE 88 FIGURE 30 ASIC SEGMENT TO REGISTER HIGHEST CAGR IN DATA CENTER ACCELERATOR MARKET DURING FORECAST PERIOD 89 TABLE 13 DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2018–2021 (USD MILLION) 89 TABLE 14 DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2022–2027 (USD MILLION) 89 TABLE 15 DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2018–2021 (THOUSAND UNITS) 90 TABLE 16 DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2022–2027 (THOUSAND UNITS) 90 6.2 CENTRAL PROCESSING UNIT (CPU) 90 6.2.1 CENTRAL PROCESSING UNIT (CPU) CONSISTS OF FEW CORES THAT OPTIMIZE SEQUENTIAL SERIAL PROCESSING 90 TABLE 17 CPU: DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 91 TABLE 18 CPU: DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 91 TABLE 19 CPU: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 92 TABLE 20 CPU: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 92 6.3 GRAPHICS PROCESSING UNIT (GPU) 92 6.3.1 GRAPHICS PROCESSING UNIT (GPU) DEVELOPED TO DELIVER HIGH-PERFORMANCE TO DATA CENTERS 92 TABLE 21 GPU: DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 93 TABLE 22 GPU: DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 94 TABLE 23 GPU: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 94 TABLE 24 GPU: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 94 6.4 FIELD PROGRAMMABLE GATE ARRAY (FPGA) 94 6.4.1 FIELD PROGRAMMABLE GATE ARRAY (FPGA) USED PRIMARILY IN MACHINE LEARNING INFERENCE, VIDEO ALGORITHMS, AND SMALL-VOLUME SPECIALIZED APPLICATIONS 94 TABLE 25 FPGA: DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 96 TABLE 26 FPGA: DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 96 TABLE 27 FPGA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 96 TABLE 28 FPGA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 96 6.5 APPLICATION-SPECIFIC INTEGRATED CIRCUIT (ASIC) 97 6.5.1 APPLICATION-SPECIFIC INTEGRATED CIRCUIT (ASIC) OFFERS MAXIMUM PERFORMANCE AT GIVEN POWER 97 TABLE 29 ASIC: DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 98 TABLE 30 ASIC: DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 98 TABLE 31 ASIC: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 98 TABLE 32 ASIC: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 98 7 DATA CENTER ACCELERATOR MARKET, BY TYPE 99 7.1 INTRODUCTION 100 FIGURE 31 DATA CENTER ACCELERATOR MARKET, BY TYPE 100 FIGURE 32 CLOUD DATA CENTER ACCELERATOR MARKET TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 100 TABLE 33 DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 100 TABLE 34 DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 101 7.2 CLOUD DATA CENTER 101 7.2.1 RISING DEMAND FOR CO-PROCESSORS WITH INCREASE IN DATA TRANSFER TO CLOUD 101 TABLE 35 CLOUD DATA CENTER: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2018–2021 (USD MILLION) 102 TABLE 36 CLOUD DATA CENTER: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2022–2027 (USD MILLION) 102 TABLE 37 CLOUD DATA CENTER: DATA CENTER ACCELERATOR MARKET, BY REGION, 2018–2021 (USD MILLION) 102 TABLE 38 CLOUD DATA CENTER: DATA CENTER ACCELERATOR MARKET, BY REGION, 2022–2027 (USD MILLION) 103 7.3 HIGH-PERFORMANCE COMPUTING (HPC) DATA CENTER 103 7.3.1 RISING USE OF HIGH-PERFORMANCE COMPUTING (HPC) TO RUN HIGH-LEVEL COMPUTATIONAL ALGORITHMS THAT REQUIRE COMPLEX ANALYTICS 103 TABLE 39 HPC DATA CENTER: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2018–2021 (USD MILLION) 104 TABLE 40 HPC DATA CENTER: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2022–2027 (USD MILLION) 104 TABLE 41 HPC DATA CENTER: DATA CENTER ACCELERATOR MARKET, BY REGION, 2018–2021 (USD MILLION) 105 TABLE 42 HPC DATA CENTER: DATA CENTER ACCELERATOR MARKET, BY REGION, 2022–2027 (USD MILLION) 105 8 DATA CENTER ACCELERATOR MARKET, BY APPLICATION 106 8.1 INTRODUCTION 107 FIGURE 33 DATA CENTER ACCELERATOR MARKET, BY APPLICATION 107 FIGURE 34 ENTERPRISE INFERENCE SEGMENT TO REGISTER HIGHEST CAGR IN DATA CENTER ACCELERATOR MARKET DURING FORECAST PERIOD 108 TABLE 43 DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 108 TABLE 44 DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 108 8.2 DEEP LEARNING TRAINING 109 8.2.1 DEEP LEARNING USES ARTIFICIAL NEURAL NETWORKS TO LEARN MULTIPLE LEVELS OF DATA 109 TABLE 45 DEEP LEARNING TRAINING: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE 2018–2021 (USD MILLION) 109 TABLE 46 DEEP LEARNING TRAINING: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2022–2027 (USD MILLION) 110 8.3 PUBLIC CLOUD INFERENCE 110 8.3.1 PUBLIC CLOUD INFERENCE REDUCES INFRASTRUCTURE COSTS 110 TABLE 47 PUBLIC CLOUD INFERENCE: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2018–2021 (USD MILLION) 111 TABLE 48 PUBLIC CLOUD INFERENCE: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2022–2027 (USD MILLION) 111 8.4 ENTERPRISE INFERENCE 112 8.4.1 HYBRID CLOUD ARCHITECTURES ENABLE APPLICATIONS TO OPERATE WITH HIGH PERFORMANCE ON AMAZON WEB SERVICES 112 TABLE 49 ENTERPRISE INFERENCE: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2018–2021 (USD MILLION) 113 TABLE 50 ENTERPRISE INFERENCE: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2022–2027 (USD MILLION) 113 9 DATA CENTER ACCELERATOR MARKET, BY REGION 114 9.1 INTRODUCTION 115 FIGURE 35 DATA CENTER ACCELERATOR MARKET, BY REGION 115 FIGURE 36 DATA CENTER ACCELERATOR MARKET: REGIONAL SNAPSHOT 115 TABLE 51 DATA CENTER ACCELERATOR MARKET, BY REGION, 2018–2021 (USD MILLION) 116 TABLE 52 DATA CENTER ACCELERATOR MARKET, BY REGION, 2022–2027 (USD MILLION) 116 9.2 NORTH AMERICA 116 FIGURE 37 NORTH AMERICA: DATA CENTER ACCELERATOR MARKET SNAPSHOT 117 TABLE 53 NORTH AMERICA: DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 117 TABLE 54 NORTH AMERICA: DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 118 TABLE 55 NORTH AMERICA: HPC DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 118 TABLE 56 NORTH AMERICA: HPC DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 118 TABLE 57 NORTH AMERICA: CLOUD DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 119 TABLE 58 NORTH AMERICA: CLOUD DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 119 TABLE 59 NORTH AMERICA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 119 TABLE 60 NORTH AMERICA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 119 9.2.1 US 120 9.2.1.1 Large-scale deployment of modular and co-location facilities 120 TABLE 61 US: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 121 TABLE 62 US: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 121 9.2.2 CANADA 121 9.2.2.1 Growing requirement for research and development (R&D) to create need for high-processing data 121 TABLE 63 CANADA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 123 TABLE 64 CANADA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 123 9.2.3 MEXICO 123 9.2.3.1 Rising investments by tech companies to tap data center-related business opportunities 123 TABLE 65 MEXICO: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 124 TABLE 66 MEXICO: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 124 9.3 EUROPE 125 FIGURE 38 EUROPE: DATA CENTER ACCELERATOR MARKET SNAPSHOT 126 TABLE 67 EUROPE: DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 126 TABLE 68 EUROPE: DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 127 TABLE 69 EUROPE: HPC DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 127 TABLE 70 EUROPE: HPC DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 127 TABLE 71 EUROPE: CLOUD DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 128 TABLE 72 EUROPE: CLOUD DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 128 TABLE 73 EUROPE: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 128 TABLE 74 EUROPE: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 128 9.3.1 UK 129 9.3.1.1 Increasing demand for artificial intelligence (AI)-based solutions 129 TABLE 75 UK: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 130 TABLE 76 UK: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 130 9.3.2 GERMANY 130 9.3.2.1 Increased demand for data centers and co-location operators with growth in adoption of cloud computing and Industry 4.0 technologies 130 TABLE 77 GERMANY: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 131 TABLE 78 GERMANY: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 131 9.3.3 NETHERLANDS 131 9.3.3.1 Increasing enhancements in digital infrastructures 131 TABLE 79 NETHERLANDS: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 132 TABLE 80 NETHERLANDS: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 132 9.3.4 REST OF EUROPE 132 TABLE 81 REST OF EUROPE: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 133 TABLE 82 REST OF EUROPE: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 134 9.4 ASIA PACIFIC 134 FIGURE 39 ASIA PACIFIC: DATA CENTER ACCELERATOR MARKET SNAPSHOT 135 TABLE 83 ASIA PACIFIC: DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 136 TABLE 84 ASIA PACIFIC: DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 136 TABLE 85 ASIA PACIFIC: HPC DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 137 TABLE 86 ASIA PACIFIC: HPC DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 137 TABLE 87 ASIA PACIFIC: CLOUD DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 137 TABLE 88 ASIA PACIFIC: CLOUD DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 138 TABLE 89 ASIA PACIFIC: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 138 TABLE 90 ASIA PACIFIC: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 138 9.4.1 CHINA 139 9.4.1.1 Increasing investments in technological advancements 139 TABLE 91 CHINA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 139 TABLE 92 CHINA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 139 9.4.2 JAPAN 140 9.4.2.1 Rising adoption of artificial intelligence (AI) by multinational companies across different industries 140 TABLE 93 JAPAN: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 141 TABLE 94 JAPAN: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 141 9.4.3 SINGAPORE 141 9.4.3.1 Increasing use of data center cloud services by small and mid-sized companies 141 TABLE 95 SINGAPORE: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 142 TABLE 96 SINGAPORE: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 142 9.4.4 INDIA 142 9.4.4.1 Rising data center operations with high demand for IT services from domestic and international markets 142 TABLE 97 INDIA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 143 TABLE 98 INDIA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 143 9.4.5 AUSTRALIA 143 9.4.5.1 Rising number of modular data centers 143 TABLE 99 AUSTRALIA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 144 TABLE 100 AUSTRALIA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 144 9.4.6 REST OF ASIA PACIFIC 144 TABLE 101 REST OF ASIA PACIFIC: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 145 TABLE 102 REST OF ASIA PACIFIC: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 145 9.5 ROW 145 TABLE 103 ROW: DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 145 TABLE 104 ROW: DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 146 TABLE 105 ROW: HPC DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 146 TABLE 106 ROW: HPC DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 146 TABLE 107 ROW: CLOUD DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 147 TABLE 108 ROW: CLOUD DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 147 TABLE 109 ROW: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 147 TABLE 110 ROW: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 147 9.5.1 BRAZIL 148 9.5.1.1 Expanding computing services market 148 TABLE 111 BRAZIL: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 148 TABLE 112 BRAZIL: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 148 9.5.2 OTHERS IN ROW 149 TABLE 113 OTHERS IN ROW: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 149 TABLE 114 OTHERS IN ROW: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 150 10 COMPETITIVE LANDSCAPE 151 10.1 INTRODUCTION 151 10.2 STRATEGIES ADOPTED BY KEY PLAYERS/RIGHT TO WIN 151 TABLE 115 OVERVIEW OF STRATEGIES DEPLOYED BY KEY PLAYERS IN THE DATA CENTER ACCELERATOR MARKET 151 10.2.1 PRODUCT PORTFOLIO 152 10.2.2 REGIONAL FOCUS 152 10.2.3 MANUFACTURING FOOTPRINT 152 10.2.4 ORGANIC/INORGANIC GROWTH STRATEGIES 153 10.3 MARKET SHARE ANALYSIS, 2021 153 TABLE 116 DATA CENTER ACCELERATOR MARKET: DEGREE OF COMPETITION, 2021 153 10.4 FIVE-YEAR COMPANY REVENUE ANALYSIS 153 FIGURE 40 FIVE-YEAR SEGMENTAL REVENUE ANALYSIS OF TOP FIVE MARKET PLAYERS 154 10.5 COMPANY EVALUATION QUADRANT 155 10.5.1 STARS 155 10.5.2 EMERGING LEADERS 155 10.5.3 PERVASIVE PLAYERS 156 10.5.4 PARTICIPANTS 156 FIGURE 41 COMPANY EVALUATION QUADRANT: DATA CENTER ACCELERATOR MARKET, 2021 156 10.6 COMPANY FOOTPRINT 157 TABLE 117 OVERALL COMPANY FOOTPRINT 157 TABLE 118 APPLICATION: COMPANY FOOTPRINT 158 TABLE 119 REGION: COMPANY FOOTPRINT 159 10.7 COMPETITIVE BENCHMARKING 160 10.7.1 STARTUP EVALUATION MATRIX: DATA CENTER ACCELERATOR MARKET 160 TABLE 120 DATA CENTER ACCELERATOR MARKET: LIST OF KEY STARTUPS/SMES 160 TABLE 121 DATA CENTER ACCELERATOR MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES 162 10.8 SMALL AND MEDIUM-SIZED ENTERPRISES (SMES) EVALUATION QUADRANT 162 10.8.1 PROGRESSIVE COMPANIES 162 10.8.2 RESPONSIVE COMPANIES 162 10.8.3 DYNAMIC COMPANIES 162 10.8.4 STARTING BLOCKS 162 FIGURE 42 SME EVALUATION QUADRANT: DATA CENTER ACCELERATOR MARKET, 2021 163 10.9 COMPETITIVE SCENARIOS AND TRENDS 164 10.9.1 DATA CENTER ACCELERATOR MARKET: PRODUCT LAUNCHES, JANUARY 2020–AUGUST 2022 164 10.9.2 DATA CENTER ACCELERATOR MARKET: DEALS, JANUARY 2020–AUGUST 2022 167 11 COMPANY PROFILES 173 (Business Overview, Products/Solutions/Services Offered, Recent Developments, and MnM View (Key strengths/Right to Win, Strategic Choices Made, and Weaknesses and Competitive Threats))* 11.1 INTRODUCTION 173 11.2 KEY PLAYERS 173 11.2.1 INTEL CORPORATION 173 TABLE 122 INTEL CORPORATION: COMPANY OVERVIEW 173 FIGURE 43 INTEL CORPORATION: COMPANY SNAPSHOT 174 11.2.2 NVIDIA CORPORATION 179 TABLE 123 NVIDIA CORPORATION: COMPANY OVERVIEW 179 FIGURE 44 NVIDIA CORPORATION: COMPANY SNAPSHOT 180 11.2.3 ADVANCED MICRO DEVICES, INC 186 TABLE 124 ADVANCED MICRO DEVICES, INC: COMPANY OVERVIEW 187 FIGURE 45 ADVANCED MICRO DEVICES, INC: COMPANY SNAPSHOT 187 11.2.4 MICRON TECHNOLOGY, INC. 194 TABLE 125 MICRON TECHNOLOGY, INC.: COMPANY OVERVIEW 194 FIGURE 46 MICRON TECHNOLOGY, INC.: COMPANY SNAPSHOT 195 11.2.5 QUALCOMM TECHNOLOGIES, INC. 201 TABLE 126 QUALCOMM TECHNOLOGIES, INC.: COMPANY OVERVIEW 201 FIGURE 47 QUALCOMM TECHNOLOGIES, INC.: COMPANY SNAPSHOT 202 11.2.6 IBM CORPORATION 207 TABLE 127 IBM CORPORATION: COMPANY OVERVIEW 207 FIGURE 48 IBM CORPORATION: COMPANY SNAPSHOT 208 11.2.7 GOOGLE 212 TABLE 128 GOOGLE: COMPANY OVERVIEW 212 FIGURE 49 GOOGLE: COMPANY SNAPSHOT 213 11.2.8 MARVELL 217 TABLE 129 MARVELL: COMPANY OVERVIEW 217 FIGURE 50 MARVELL: COMPANY SNAPSHOT 218 11.2.9 ACHRONIX SEMICONDUCTOR CORPORATION 222 TABLE 130 ACHRONIX SEMICONDUCTOR CORPORATION: COMPANY OVERVIEW 222 11.2.10 DELL INC. 225 TABLE 131 DELL INC.: COMPANY OVERVIEW 225 FIGURE 51 DELL INC.: COMPANY SNAPSHOT 226 11.3 OTHER PLAYERS 228 11.3.1 GRAPHCORE 228 11.3.2 HUAWEI TECHNOLOGIES 229 11.3.3 FUJITSU 230 11.3.4 WAVE COMPUTING 231 11.3.5 SAMBANOVA SYSTEMS, INC. 232 11.3.6 GYRFALCON TECHNOLOGY INC. 232 11.3.7 NEC CORPORATION 233 11.3.8 LATTICE SEMICONDUCTOR 233 11.3.9 ENFLAME TECHNOLOGY 234 11.3.10 MICROCHIP TECHNOLOGY INC. 234 11.3.11 LEAPMIND INC. 235 11.3.12 QNAP SYSTEMS, INC. 235 11.3.13 ADVANTECH CO., LTD. 236 11.3.14 SEMPTIAN 236 11.3.15 CISCO SYSTEMS, INC. 237 *Details on Business Overview, Products/Solutions/Services Offered, Recent Developments, and MnM View (Key strengths/Right to Win, Strategic Choices Made, and Weaknesses and Competitive Threats) might not be captured in case of unlisted companies. 12 APPENDIX 238 12.1 DISCUSSION GUIDE 238 12.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 241 12.3 CUSTOMIZATION OPTIONS 243 12.4 RELATED REPORTS 243 12.5 AUTHOR DETAILS 244
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