High-performance Computing (HPC) Market

High-performance Computing (HPC) Market by Component, Computation Type (Parallel Computing, Distributed computing and Exascale Computing), Industry, Deployment, Server Price Band, Verticals & Region (2022-2027)

Report Code: SE 8103 May, 2022, by marketsandmarkets.com

[206 Pages Report] The High performance computing (HPC) market is expected to grow from USD 36.0 billion in 2022 to USD 49.9 billion by 2027, at a CAGR of 6.7%. The market growth can be attributed to several factors, such as increasing demand for Cloud based HPC in applications such as media & entertainment.

High-performance Computing (HPC) Market

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COVID-19 Impact on the Global High-performance Computing (HPC) Market

The high performance computing market includes major Tier II and Tier III suppliers such Advanced Micro Devices (US), Intel (US), HPE (US), IBM (US), Dell (US), Lenovo (China), Fujitsu (Japan), Atos (France), CISCO (US), Nvidia (Japan), NEC Corporation (Japan) and so on. These suppliers have their manufacturing facilities spread across various countries across North America, Europe, APAC, and RoW. COVID-19 has impacted their businesses as well.

Market Dynamics of High performance Computing (HPC)

Driver: Increasing demand for high-performance computing (HPC) systems in genomics research

According to MarketsandMarkets analysis, the high performance computing (HPC) market is expected to grow from USD 36 billion in 2022 to USD 49.9 billion by 2027, at a CAGR of 6.7% between 2022 and 2027.

Genomics research enables researchers to analyze and identify genetic variants associated with various diseases and their responses to treatments. Genomic sequencing helps detect all types of genetic variations across the entire genome. HPC systems have increased the speed, accuracy, and reliability of genomic research by efficiently analyzing a large amount of sequencing data. The advent of Next-Generation Sequencing (NGS) technologies has allowed the investigation of multiple areas of human health through different omics techniques.

Restraint: Cyber security concerns

With the growing use of HPC systems, concerns regarding cyber security are also rising as several entities access HPC systems, making data security a major concern. The nature of HPC exposes it to multiple potential security threats. For instance, in an airport, if HPC is an integral part of the security system, it also becomes the prime target for cyberattacks. Furthermore, HPC environments are clustered, making them vulnerable to many security threats. Since clustered HPC systems are heterogeneous, they require multiple management systems to operate. This slows down the implementation of security policies and security management processes; as a result, vulnerabilities are not remediated. Thus, security concerns are expected to restrain the growth of the HPC market.

Challenge: Limited budgets of SMEs

The potential users in many SMEs lack awareness about the benefits of HPC and do not have the budget to set up such systems. SMEs in many developing countries are still skeptical about adopting HPC due to the high investment costs involved. Many of them are unaware of HPC’s various advantages, such as high performance and customizable delivery. However, cloud computing can boost the use of HPC among SMEs, as it will considerably cut down the costs for them.

USD 250,000 – 500,000 and above Server price band to grow with the highest CAGR during the forecast period

The USD 250,000–500,000 and above server price band comprises supercomputer and divisional systems groups. These systems are developed based on state-of-the-art HPC infrastructures to solve highly complex problems in the shortest time. They comprise many connected computing nodes with distributed memory, which are controlled by a single master unit. These servers operate through 2 types of operating systems, i.e., Linux and Windows.

SMEs to hold the largest share of the market during the forecast period

Organizations having an employee base of fewer than 1,000 people can be termed SMEs. Desktop computers are inefficient in fulfilling the computational and storage demand for high-end applications in SMEs. Thus, SMEs are shifting toward solutions that can cater to their high-computational demands. SMEs face three critical challenges: capital, skills, and scalability. To tackle these challenges, SMEs are adopting cloud-based HPC solutions, which offer the flexibility to scale their IT infrastructure as per their requirement. SMEs face intense competition from large enterprises; thus, to gain a competitive edge, they are increasingly deploying HPC solutions that aid them in increasing productivity, and the trend is expected to continue during the forecast period.

Banking, Financial services, and Insurance vertical is expected to hold the largest market shares during the forecast period.

The BFSI sector comprises organizations that offer banking services such as core banking, corporate, retail, investment banking, hedge funds, as well as financial services (payment gateways, stockbroking, and mutual funds) and insurance services covering both life and general risks. Financial institutes such as insurance companies and banks require innovative IT solutions to manage operational risks, achieve sustainable growth, and deliver optimal performance. Moreover, the increase in high-frequency trading has resulted in innovations in connectivity, data access, and computational power systems used in these organizations. For instance, in February 2022, SambaNova launched a new HPC-based offering called SambaNova GPT Banking for performing sentiment analysis, language translation, and entity recognition in banking services. Regulatory standards related to the financial industry have further driven the need for installing robust HPC solutions for meeting various compliance needs. Thus, organizations are increasingly installing robust, reliable, and secured HPC systems capable of delivering high-end computing outputs.

High-performance Computing (HPC) Market by Region

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Key Market Players

Major players in the High performance computing (HPC) market include Advanced Micro Devices (US), Intel (US), HPE (US), IBM (US), Dell (US), Lenovo (China), Fujitsu (Japan), Atos (France), CISCO (US), and so on.

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Scope of the Report

Report Metric

Details

Market size available for years

2018–2027

Base year considered

2021

Forecast period

2022–2027

Forecast units

Value (USD Billion/Million)

Segments covered

by Component, Computation Type, Industry, Deployment ,Server Price Band, Verticals, and Region

Geographies covered

North America, Europe, APAC, and RoW

Companies covered

Advanced Micro Devices (US), Intel (US), HPE (US), IBM (US), Dell (US), Lenovo (China), Fujitsu (Japan), Atos (France), CISCO (US), Nvidia (Japan), and NEC Corporation (Japan)
(Total 30 major players covered)

In this research report, the the high performance computing market has been segmented on the basis of Component, Computation Type, Industry, Deployment ,Server Price Band, Verticals, and Region.

High performance computing market, by Component

  • Solutions
  • Services

High performance computing market, by Computation Type

  • Parallel Computing
  • Distributed Computing
  • Exascale computing

High performance computing market, by Deployment

  • Cloud
  • On-Premises

High performance computing market,By Organisation Size

  • Small and Medium-Sized Enterprises (MSME)
  • Large Enterprises

High performance computing market,By Server Prise Band

  • USD 250,000 – 500,000 and above
  • USD 250,000 – 100,000 and below

High performance computing market, by Vertical

  • Banking, Finance services, and Insurance
  • Earth Science
  • Education and Research
  • Energy and Utilities
  • Government and Defense
  • Healthcare and Life sciences
  • Manufacturing
  • Media and Entertainment
  • Other application areas

Region Analysis

  • North America
  • Europe
  • Asia Pacific
  • RoW

Recent Developments

  • In February 2022, AMD completed the acquisition of Xilinx(US). The acquisition has led to the expansion of AMD’s product portfolio and customer base across several regions.
  • In February 2022, IBM acquired Sentaca (US), a software consulting firm and cloud migration specialist that supports telcos and communication service providers. Sentaca, in conjunction with IBM, will provide scalable, cloud- and edge-enabled process automation and process safety solutions.

Frequently Asked Questions (FAQ):

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TABLE OF CONTENTS

1 INTRODUCTION (Page No. - 28)
    1.1 STUDY OBJECTIVES
    1.2 DEFINITION
           1.2.1 INCLUSIONS AND EXCLUSIONS
    1.3 STUDY SCOPE
           1.3.1 MARKETS COVERED
                    FIGURE 1 HIGH-PERFORMANCE COMPUTING MARKET: SEGMENTATION
           1.3.2 GEOGRAPHIC SCOPE
           1.3.3 YEARS CONSIDERED
    1.4 CURRENCY
    1.5 LIMITATIONS
    1.6 STAKEHOLDERS
    1.7 SUMMARY OF CHANGES

2 RESEARCH METHODOLOGY (Page No. - 34)
    2.1 RESEARCH DATA
           FIGURE 2 HIGH-PERFORMANCE COMPUTING MARKET: RESEARCH DESIGN
           2.1.1 SECONDARY AND PRIMARY RESEARCH
           2.1.2 SECONDARY DATA
                    2.1.2.1 List of secondary sources
                    2.1.2.2 Key secondary sources
           2.1.3 PRIMARY DATA
                    2.1.3.1 Primary interviews with experts
                    2.1.3.2 Key industry insights
                    2.1.3.3 Breakdown of primaries
    2.2 MARKET SIZE ESTIMATION
           2.2.1 BOTTOM-UP APPROACH
                    2.2.1.1 Approach for arriving at market size using bottom-up analysis
                               FIGURE 3 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH
                               FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY: APPROACH 1 BOTTOM-UP (SUPPLY SIDE)—ILLUSTRATION OF REVENUE ESTIMATION OF COMPANIES FROM SALES OF HIGH-PERFORMANCE COMPUTING
           2.2.2 TOP-DOWN APPROACH
                    2.2.2.1 Approach for capturing market size using top-down analysis
                               FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH
                               FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY: APPROACH 2 (SUPPLY SIDE)—REVENUE GENERATED FROM SALE OF HIGH-PERFORMANCE COMPUTING SERVER SOLUTIONS
    2.3 MARKET BREAKDOWN AND DATA TRIANGULATION
           FIGURE 7 DATA TRIANGULATION
    2.4 RESEARCH ASSUMPTIONS
    2.5 RISK ASSESSMENTS
           TABLE 1 LIMITATIONS AND ASSOCIATED RISKS
    2.6 LIMITATIONS

3 EXECUTIVE SUMMARY (Page No. - 47)
    3.1 GROWTH RATE ASSUMPTIONS/GROWTH FORECAST
           TABLE 2 HPC MARKET, BY SERVER SHIPMENTS 2018–2021 (MILLION UNITS)
           TABLE 3 HPC MARKET, BY SERVER SHIPMENTS 2022–2027 (MILLION UNITS)
           TABLE 4 HPC MARKET, 2018–2021 (USD BILLION)
           TABLE 5 HPC MARKET, 2022–2027 (USD BILLION)
           FIGURE 8 IMPACT OF COVID-19 ON HPC MARKET
    3.2 POST-COVID-19 SCENARIO
           TABLE 6 POST-COVID-19 SCENARIO: HPC MARKET, 2022–2027 (USD BILLION)
    3.3 OPTIMISTIC SCENARIO (POST-COVID-19)
           TABLE 7 OPTIMISTIC SCENARIO (POST-COVID-19): HPC MARKET, 2022–2027 (USD BILLION)
    3.4 PESSIMISTIC SCENARIO (POST-COVID-19)
           TABLE 8 PESSIMISTIC SCENARIO (POST-COVID-19): HPC MARKET, 2022–2027 (USD BILLION)
           FIGURE 9 HEALTHCARE & LIFE SCIENCES SEGMENT TO EXHIBIT HIGHEST CAGR IN HPC MARKET FROM 2022 TO 2027
           FIGURE 10 NORTH AMERICA TO REGISTER HIGHEST GROWTH RATE IN HPC MARKET IN 2022

4 PREMIUM INSIGHTS (Page No. - 52)
    4.1 ATTRACTIVE GROWTH OPPORTUNITIES IN HIGH-PERFORMANCE COMPUTING MARKET
           FIGURE 11 INCREASING DEMAND FOR HIGH-PERFORMANCE COMPUTING IN BANKING, FINANCIAL SERVICES & INSURANCE AND HEALTHCARE & LIFE SCIENCES VERTICALS TO DRIVE MARKET GROWTH FROM 2022 TO 2027
    4.2 HIGH-PERFORMANCE COMPUTING MARKET, BY COMPONENT
           FIGURE 12 SOLUTIONS SEGMENT TO ACCOUNT FOR LARGER SHARE OF HIGH-PERFORMANCE COMPUTING MARKET FROM 2022 TO 2027
    4.3 HIGH-PERFORMANCE COMPUTING MARKET, BY COMPONENT AND REGION
           FIGURE 13 SOLUTIONS SEGMENT AND NORTH AMERICA TO HOLD LARGEST SHARES OF HIGH-PERFORMANCE COMPUTING MARKET IN 2022
    4.4 HIGH-PERFORMANCE COMPUTING MARKET, BY COUNTRY
           FIGURE 14 HIGH-PERFORMANCE COMPUTING MARKET IN CHINA TO GROW AT HIGHEST CAGR FROM 2022 TO 2027

5 MARKET OVERVIEW (Page No. - 54)
    5.1 INTRODUCTION
    5.2 MARKET DYNAMICS
           FIGURE 15 HIGH-PERFORMANCE COMPUTING MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
           5.2.1 DRIVERS
                    5.2.1.1 Growing need for efficient computing, high scalability, and reliable storage
                    5.2.1.2 Increasing demand for high-speed data processing with accuracy
                    5.2.1.3 Increased use of high-performance computing and deep learning frameworks in development of COVID-19 vaccines
                    5.2.1.4 Growing demand for high-performance computing (HPC) systems in genomics research
                               FIGURE 16 HPC MARKET: IMPACT ANALYSIS OF DRIVERS
           5.2.2 RESTRAINTS
                    5.2.2.1 Cyber security concerns
                    5.2.2.2 High deployment costs associated with commercial high-performance computing (HPC) clusters
                               FIGURE 17 HPC MARKET: IMPACT ANALYSIS OF RESTRAINTS
           5.2.3 OPPORTUNITIES
                    5.2.3.1 Increasing focus on adoption of hybrid high-performance computing (HPC) systems
                    5.2.3.2 Introduction of Exascale computing
                    5.2.3.3 Rising investments in data centers supporting HPC capability
                               FIGURE 18 HPC MARKET: IMPACT ANALYSIS OF OPPORTUNITIES
           5.2.4 CHALLENGES
                    5.2.4.1 Less technical expertise related to high-performance computing (HPC)
                    5.2.4.2 Limited budgets of SMEs
                    5.2.4.3 Challenges in cooling HPC systems
                    5.2.4.4 Requirement of advanced frameworks to improve fault tolerance and ensure resiliency
                               FIGURE 19 HPC MARKET: IMPACT ANALYSIS OF CHALLENGES
    5.3 VALUE CHAIN ANALYSIS
           FIGURE 20 RAW MATERIAL SUPPLIERS AND ORIGINAL EQUIPMENT MANUFACTURERS COLLECTIVELY ADD MAJOR VALUE TO FINAL PRODUCT
    5.4 TECHNOLOGY ANALYSIS
           5.4.1 EXASCALE COMPUTING IN HPC SYSTEMS
           5.4.2 CLOUD COMPUTING IN HPC SYSTEMS
    5.5 ECOSYSTEM ANALYSIS
           FIGURE 21 HPC MARKET: ECOSYSTEM
           TABLE 9 HPC MARKET: ECOSYSTEM
    5.6 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS
    5.7 CASE STUDIES
           5.7.1 CASE STUDY 1: EDUCATION
           5.7.2 CASE STUDY 2: ENERGY AND UTILITIES
           5.7.3 CASE STUDY 3: EDUCATION
    5.8 PORTER’S FIVE FORCES ANALYSIS
           5.8.1 BARGAINING POWER OF SUPPLIERS
           5.8.2 BARGAINING POWER OF BUYERS
           5.8.3 THREAT OF NEW ENTRANTS
           5.8.4 THREAT OF SUBSTITUTES
           5.8.5 INTENSITY OF COMPETITIVE RIVALRY
                    TABLE 10 IMPACT OF PORTER’S FIVE FORCES ON HPC MARKET, 2021
    5.9 PRICING ANALYSIS
           TABLE 11 HIGH-PERFORMANCE COMPUTING MARKET: PRICING ANALYSIS (2021–2022)
           5.9.1 AVERAGE SELLING PRICES OF 4 KEY PLAYER OFFERINGS, BY HPC SERVERS
                    FIGURE 22 AVERAGE SELLING PRICES OF 4 KEY PLAYER OFFERINGS, BY HPC SERVERS
    5.10 TRADE ANALYSIS
           FIGURE 23 IMPORT DATA, BY COUNTRY, 2016–2020 (USD MILLION)
           FIGURE 24 EXPORT DATA, BY COUNTRY, 2016–2020 (USD MILLION)
           5.10.1 PATENTS ANALYSIS
                    FIGURE 25 NUMBER OF PATENTS GRANTED PER YEAR FROM 2012 TO 2021
                    FIGURE 26 TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS IN LAST 10 YEARS
                    TABLE 12 TOP 20 PATENT OWNERS IN LAST 10 YEARS
                    TABLE 13 LIST OF FEW PATENTS IN HPC MARKET, 2021–2022
    5.11 KEY CONFERENCES AND EVENTS BETWEEN 2022 AND 2023
                    TABLE 14 HPC MARKET: DETAILED LIST OF CONFERENCES AND EVENTS
    5.12 KEY STAKEHOLDERS AND BUYING CRITERIA
           5.12.1 KEY STAKEHOLDERS IN BUYING PROCESS
                    FIGURE 27 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP 3 VERTICALS
                    TABLE 15 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP 3 VERTICALS (%)
           5.12.2 BUYING CRITERIA
                    FIGURE 28 KEY BUYING CRITERIA FOR TOP 3 INDUSTRY VERTICALS
                    TABLE 16 KEY BUYING CRITERIA FOR TOP 3 VERTICALS
    5.13 REGULATIONS AND STANDARDS
                    TABLE 17 REGULATIONS AND STANDARDS FOR HPC MARKET
    5.14 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
                    TABLE 18 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
                    TABLE 19 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
                    TABLE 20 REST OF WORLD: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS

6 HIGH-PERFORMANCE COMPUTING MARKET, BY COMPONENT (Page No. - 78)
    6.1 INTRODUCTION
           FIGURE 29 HIGH-PERFORMANCE COMPUTING MARKET, BY COMPONENT
           6.1.1 DRIVERS: HIGH-PERFORMANCE COMPUTING MARKET FOR COMPONENT
           6.1.2 COVID-19 IMPACT
                    TABLE 21 HIGH-PERFORMANCE COMPUTING MARKET, BY COMPONENT, 2018–2021 (USD BILLION)
                    TABLE 22 HIGH-PERFORMANCE COMPUTING MARKET, BY COMPONENT, 2022–2027 (USD BILLION)
    6.2 SOLUTIONS
           TABLE 23 SOLUTIONS: HIGH-PERFORMANCE COMPUTING MARKET, BY TYPE, 2018–2021 (USD BILLION)
           TABLE 24 SOLUTIONS: HIGH-PERFORMANCE COMPUTING MARKET, BY TYPE, 2022–2027 (USD BILLION)
           6.2.1 SERVER
                    6.2.1.1 Supercomputer and divisional systems
                    6.2.1.2 Departmental and workgroup systems
           6.2.2 STORAGE
           6.2.3 NETWORKING DEVICES
           6.2.4 SOFTWARE
    6.3 SERVICES
           6.3.1 DESIGN AND CONSULTING
           6.3.2 INTEGRATION AND DEPLOYMENT

7 HIGH-PERFORMANCE COMPUTING MARKET, BY COMPUTATION TYPE (Page No. - 84)
    7.1 INTRODUCTION
           FIGURE 30 HIGH-PERFORMANCE COMPUTING MARKET, BY COMPUTATION TYPE
           TABLE 25 HIGH-PERFORMANCE COMPUTING MARKET, BY COMPUTATION TYPE, 2018–2021 (USD BILLION)
           TABLE 26 HIGH-PERFORMANCE COMPUTING MARKET, BY COMPUTATION TYPE, 2022–2027 (USD BILLION)
    7.2 PARALLEL COMPUTING
           7.2.1 PARALLEL COMPUTING HELPS IN SOLVING COMPLEX MATHEMATICAL PROBLEMS
           7.2.2 CASE STUDY: AWS AND ASTRAZENECA
           7.2.3 BIT-LEVEL PARALLELISM
           7.2.4 INSTRUCTION-LEVEL PARALLELISM
           7.2.5 TASK PARALLELISM
    7.3 DISTRIBUTED COMPUTING
           7.3.1 DISTRIBUTED COMPUTING HELPS IN LEVERAGING HPC RESOURCES USING LOW-VALUE COMMODITY HARDWARE
           7.3.2 USE CASE: DELL AND WALT DISNEY ANIMATION STUDIO
           7.3.3 GRID COMPUTING
           7.3.4 CLUSTER COMPUTING
           7.3.5 CLOUD COMPUTING
                    7.3.5.1 USE CASE: FRAUD DETECTION IN BFSI SECTOR
    7.4 EXASCALE COMPUTING
           7.4.1 EXASCALE COMPUTING HELPS IN MAKING NEW SCIENTIFIC DISCOVERIES BY PROCESSING LARGE AMOUNTS OF DATA IN SHORT TIME
           7.4.2 USE CASE: VACCINE DEVELOPMENT

8 HIGH-PERFORMANCE COMPUTING MARKET, BY DEPLOYMENT (Page No. - 90)
    8.1 INTRODUCTION
           FIGURE 31 HIGH-PERFORMANCE COMPUTING MARKET, BY DEPLOYMENT
           8.1.1 DRIVERS: HIGH-PERFORMANCE COMPUTING MARKET FOR DEPLOYMENT TYPE
           8.1.2 COVID-19 IMPACT
                    TABLE 27 HIGH-PERFORMANCE COMPUTING MARKET, BY DEPLOYMENT, 2018–2021 (USD BILLION)
                    TABLE 28 HIGH-PERFORMANCE COMPUTING MARKET, BY DEPLOYMENT, 2022–2027 (USD BILLION)
    8.2 CLOUD
           TABLE 29 CLOUD: HIGH-PERFORMANCE COMPUTING MARKET, BY VERTICAL, 2018–2021 (USD BILLION)
           TABLE 30 CLOUD: HIGH-PERFORMANCE COMPUTING MARKET, BY VERTICAL, 2022–2027 (USD BILLION)
    8.3 ON-PREMISES
           TABLE 31 ON-PREMISES: HIGH-PERFORMANCE COMPUTING MARKET, BY VERTICAL, 2018–2021 (USD BILLION)
           TABLE 32 ON-PREMISES: HIGH-PERFORMANCE COMPUTING MARKET, BY REGION, 2022–2027 (USD BILLION)

9 HIGH-PERFORMANCE COMPUTING MARKET, BY ORGANIZATION SIZE (Page No. - 95)
    9.1 INTRODUCTION
           FIGURE 32 HIGH-PERFORMANCE COMPUTING MARKET, BY ORGANIZATION SIZE
           9.1.1 DRIVERS: HIGH-PERFORMANCE COMPUTING MARKET FOR ORGANIZATION SIZE
           9.1.2 COVID-19 IMPACT
                    TABLE 33 HIGH-PERFORMANCE COMPUTING MARKET, BY ORGANIZATION SIZE, 2018–2021 (USD BILLION)
                    TABLE 34 HIGH-PERFORMANCE COMPUTING MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD BILLION)
    9.2 SMALL- AND MEDIUM-SIZED ENTERPRISES
    9.3 LARGE ENTERPRISES

10 HIGH-PERFORMANCE COMPUTING MARKET, BY SERVER PRICE BAND (Page No. - 98)
     10.1 INTRODUCTION
               FIGURE 33 HIGH-PERFORMANCE COMPUTING MARKET, BY SERVER PRICE BAND
               TABLE 35 HIGH-PERFORMANCE COMPUTING MARKET, BY SERVER PRICE BAND, 2018–2021 (USD BILLION)
               TABLE 36 HIGH-PERFORMANCE COMPUTING MARKET, BY SERVER PRICE BAND, 2022–2027 (USD BILLION)
     10.2 USD 250,000–500,000 AND ABOVE
             10.2.1 USD 250,000–500,000 AND ABOVE SERVER PRICE BAND COMPRISES SYSTEMS THAT HELP IN SOLVING HIGHLY COMPLEX MATHEMATICAL PROBLEMS
     10.3 USD 250,000–100,000 AND BELOW
             10.3.1 USD 250,000–100,000 AND BELOW SERVER PRICE BAND COMPRISE SYSTEMS THAT CAN SOLVE MODERATELY COMPLEX MATHEMATICAL PROBLEMS

11 HIGH-PERFORMANCE COMPUTING MARKET, BY VERTICAL (Page No. - 101)
     11.1 INTRODUCTION
               FIGURE 34 HPC MARKET, BY VERTICAL
             11.1.1 DRIVERS: HIGH-PERFORMANCE COMPUTING MARKET FOR VERTICAL
             11.1.2 COVID-19 IMPACT
                       TABLE 37 HIGH-PERFORMANCE COMPUTING MARKET, BY VERTICAL, 2018–2021 (USD BILLION)
                       TABLE 38 HIGH-PERFORMANCE COMPUTING MARKET, BY VERTICAL, 2022–2027 (USD BILLION)
     11.2 GOVERNMENT & DEFENSE
               TABLE 39 GOVERNMENT & DEFENSE: HIGH-PERFORMANCE COMPUTING MARKET, BY REGION, 2018–2021 (USD BILLION)
               TABLE 40 GOVERNMENT & DEFENSE: HIGH-PERFORMANCE COMPUTING MARKET, BY REGION, 2022–2027 (USD BILLION)
               TABLE 41 GOVERNMENT & DEFENSE: HIGH-PERFORMANCE COMPUTING MARKET, BY DEPLOYMENT, 2018–2021 (USD BILLION)
               TABLE 42 GOVERNMENT & DEFENSE: HIGH-PERFORMANCE COMPUTING MARKET, BY DEPLOYMENT, 2022–2027 (USD BILLION)
     11.3 BANKING, FINANCIAL SERVICES, AND INSURANCE (BFSI)
               TABLE 43 BANKING, FINANCIAL SERVICES, AND INSURANCE: HIGH-PERFORMANCE COMPUTING MARKET, BY REGION, 2018–2021 (USD BILLION)
               TABLE 44 BANKING, FINANCIAL SERVICES, AND INSURANCE: HIGH-PERFORMANCE COMPUTING MARKET, BY REGION, 2022–2027 (USD BILLION)
               TABLE 45 BANKING, FINANCIAL SERVICES, AND INSURANCE: HIGH-PERFORMANCE COMPUTING MARKET, BY DEPLOYMENT, 2018–2021 (USD BILLION)
               TABLE 46 BANKING, FINANCIAL SERVICES, AND INSURANCE: HIGH-PERFORMANCE COMPUTING MARKET, BY DEPLOYMENT, 2022–2027 (USD BILLION)
     11.4 EDUCATION & RESEARCH
             11.4.1 RECENT DEVELOPMENTS
                       TABLE 47 EDUCATION & RESEARCH: HIGH-PERFORMANCE COMPUTING MARKET, BY REGION, 2018–2021 (USD BILLION)
                       TABLE 48 EDUCATION & RESEARCH: HIGH-PERFORMANCE COMPUTING MARKET, BY REGION, 2022–2027 (USD BILLION)
                       TABLE 49 EDUCATION & RESEARCH: HIGH-PERFORMANCE COMPUTING MARKET,  BY DEPLOYMENT, 2018–2021 (USD BILLION)
                       TABLE 50 EDUCATION & RESEARCH: HIGH-PERFORMANCE COMPUTING MARKET, BY DEPLOYMENT, 2022–2027 (USD BILLION)
     11.5 MANUFACTURING
               TABLE 51 MANUFACTURING: HIGH-PERFORMANCE COMPUTING MARKET, BY REGION, 2018–2021 (USD BILLION)
               TABLE 52 MANUFACTURING: HIGH-PERFORMANCE COMPUTING MARKET, BY REGION, 2022–2027 (USD BILLION)
               TABLE 53 MANUFACTURING: HIGH-PERFORMANCE COMPUTING MARKET, BY DEPLOYMENT, 2018–2021 (USD BILLION)
               TABLE 54 MANUFACTURING: HIGH-PERFORMANCE COMPUTING MARKET, BY DEPLOYMENT, 2022–2027 (USD BILLION)
     11.6 MEDIA & ENTERTAINMENT
               TABLE 55 MEDIA & ENTERTAINMENT: HIGH-PERFORMANCE COMPUTING MARKET, BY REGION, 2018–2021 (USD BILLION)
               TABLE 56 MEDIA AND ENTERTAINMENT: HIGH-PERFORMANCE COMPUTING MARKET, BY REGION, 2022–2027 (USD BILLION)
               TABLE 57 MEDIA & ENTERTAINMENT: HIGH-PERFORMANCE COMPUTING MARKET, BY DEPLOYMENT, 2018–2021 (USD BILLION)
               TABLE 58 MEDIA AND ENTERTAINMENT: HIGH-PERFORMANCE COMPUTING MARKET, BY DEPLOYMENT, 2022–2027 (USD BILLION)
     11.7 HEALTHCARE & LIFE SCIENCES
               TABLE 59 HEALTHCARE & LIFE SCIENCES: HIGH-PERFORMANCE COMPUTING MARKET, BY REGION, 2018–2021 (USD BILLION)
               TABLE 60 HEALTHCARE & LIFE SCIENCES: HIGH-PERFORMANCE COMPUTING MARKET, BY REGION, 2022–2027 (USD BILLION)
               TABLE 61 HEALTHCARE & LIFE SCIENCES: HIGH-PERFORMANCE COMPUTING MARKET, BY DEPLOYMENT, 2018–2021 (USD BILLION)
               TABLE 62 HEALTHCARE & LIFE SCIENCES: HIGH-PERFORMANCE COMPUTING MARKET, BY DEPLOYMENT, 2022–2027 (USD BILLION)
     11.8 ENERGY & UTILITIES
               TABLE 63 ENERGY & UTILITIES: HIGH-PERFORMANCE COMPUTING MARKET,  BY REGION, 2018–2021 (USD BILLION)
               TABLE 64 ENERGY & UTILITIES: HIGH-PERFORMANCE COMPUTING MARKET, BY REGION, 2022–2027 (USD BILLION)
               TABLE 65 ENERGY & UTILITIES: HIGH-PERFORMANCE COMPUTING MARKET, BY DEPLOYMENT, 2018–2021 (USD BILLION)
               TABLE 66 ENERGY & UTILITIES: HIGH-PERFORMANCE COMPUTING MARKET, BY DEPLOYMENT, 2022–2027 (USD BILLION)
     11.9 EARTH SCIENCES
               TABLE 67 EARTH SCIENCES: HIGH-PERFORMANCE COMPUTING MARKET, BY REGION, 2018–2021 (USD BILLION)
               TABLE 68 EARTH SCIENCES: HIGH-PERFORMANCE COMPUTING MARKET, BY REGION, 2022–2027 (USD BILLION)
               TABLE 69 EARTH SCIENCES: HIGH-PERFORMANCE COMPUTING MARKET, BY DEPLOYMENT, 2018–2021 (USD BILLION)
               TABLE 70 EARTH SCIENCES: HIGH-PERFORMANCE COMPUTING MARKET, BY DEPLOYMENT, 2022–2027 (USD BILLION)
     11.10 OTHERS
               TABLE 71 OTHERS: HIGH-PERFORMANCE COMPUTING MARKET, BY REGION, 2018–2021 (USD BILLION)
               TABLE 72 OTHERS: HIGH-PERFORMANCE COMPUTING MARKET, BY REGION, 2022–2027 (USD BILLION)
               TABLE 73 OTHERS: HIGH-PERFORMANCE COMPUTING MARKET, BY DEPLOYMENT, 2018–2021 (USD BILLION)
               TABLE 74 OTHERS: HIGH-PERFORMANCE COMPUTING MARKET, BY DEPLOYMENT, 2022–2027 (USD BILLION)

12 HIGH-PERFORMANCE COMPUTING MARKET, BY REGION (Page No. - 119)
     12.1 INTRODUCTION
               FIGURE 35 HIGH-PERFORMANCE COMPUTING MARKET IN CHINA TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
               TABLE 75 HIGH-PERFORMANCE COMPUTING MARKET, BY REGION, 2018–2021 (USD BILLION)
               TABLE 76 HIGH-PERFORMANCE COMPUTING MARKET, BY REGION, 2022–2027 (USD BILLION)
     12.2 NORTH AMERICA
             12.2.1 DRIVERS: NORTH AMERICAN HIGH-PERFORMANCE COMPUTING MARKET
             12.2.2 COVID-19 IMPACT
             12.2.3 NORTH AMERICA: REGULATIONS
                       FIGURE 36 NORTH AMERICA: HIGH-PERFORMANCE COMPUTING MARKET
                       TABLE 77 NORTH AMERICA: HIGH-PERFORMANCE COMPUTING MARKET, BY COUNTRY, 2018–2021 (USD BILLION)
                       TABLE 78 NORTH AMERICA: HIGH-PERFORMANCE COMPUTING MARKET, BY COUNTRY, 2022–2027 (USD BILLION)
             12.2.4 US
                       12.2.4.1 Presence of advanced IT infrastructure is fueling demand for high-performance computing (HPC) solutions in US
             12.2.5 CANADA
                       12.2.5.1 Government-led support to increase adoption of digital technologies to fuel demand for high-performance computing (HPC) solutions
             12.2.6 MEXICO
                       12.2.6.1 Expanding industrial sector to fuel demand for high-performance computing (HPC)
     12.3 EUROPE
             12.3.1 DRIVERS: EUROPEAN HIGH-PERFORMANCE COMPUTING MARKET
             12.3.2 COVID-19 IMPACT
             12.3.3 EUROPE: REGULATIONS
                       FIGURE 37 SNAPSHOT OF HIGH-PERFORMANCE COMPUTING MARKET IN EUROPE
                       TABLE 79 EUROPE: HIGH-PERFORMANCE COMPUTING MARKET, BY COUNTRY, 2018–2021 (USD BILLION)
                       TABLE 80 EUROPE: HIGH-PERFORMANCE COMPUTING MARKET, BY COUNTRY, 2022–2027 (USD BILLION)
             12.3.4 UK
                       12.3.4.1 Increased adoption of high-performance computing (HPC) systems in medical sector to drive market growth
             12.3.5 GERMANY
                       12.3.5.1 Rising deployment of high-performance computing (HPC) systems due to high internet penetration to drive market growth
             12.3.6 FRANCE
                       12.3.6.1 Government initiatives to increase adoption of AI and ML technologies in public sector to fuel market growth
             12.3.7 REST OF EUROPE
     12.4 ASIA PACIFIC
             12.4.1 DRIVERS: ASIA PACIFIC HIGH-PERFORMANCE COMPUTING MARKET
             12.4.2 COVID-19 IMPACT
             12.4.3 ASIA PACIFIC: REGULATIONS
                       FIGURE 38 SNAPSHOT HIGH-PERFORMANCE COMPUTING MARKET IN ASIA PACIFIC
                       TABLE 81 ASIA PACIFIC: HIGH-PERFORMANCE COMPUTING MARKET, BY COUNTRY, 2018–2021 (USD BILLION)
                       TABLE 82 ASIA PACIFIC: HIGH-PERFORMANCE COMPUTING MARKET, BY COUNTRY, 2022–2027 (USD BILLION)
             12.4.4 AUSTRALIA AND NEW ZEALAND (ANZ)
                       12.4.4.1 Rising use of high-performance computing (HPC) systems in media & entertainment vertical to propel market growth
             12.4.5 JAPAN
                       12.4.5.1 Growing use of high-performance computing (HPC) solutions in metrology to boost market growth
             12.4.6 CHINA
                       12.4.6.1 Growing adoption of digital technologies such as AI, IoT, and big data to drive the market growth in China
             12.4.7 REST OF ASIA PACIFIC
     12.5 REST OF WORLD
               FIGURE 39 SNAPSHOT HIGH-PERFORMANCE COMPUTING MARKET IN REST OF WORLD
               TABLE 83 ROW: HIGH-PERFORMANCE COMPUTING MARKET, BY COUNTRY, 2018–2021 (USD BILLION)
               TABLE 84 ROW: HIGH-PERFORMANCE COMPUTING MARKET, BY COUNTRY, 2022–2027 (USD BILLION)
             12.5.1 MIDDLE EAST & AFRICA
             12.5.2 DRIVERS: MIDDLE EAST & AFRICA HIGH-PERFORMANCE COMPUTING MARKET
             12.5.3 COVID-19 IMPACT
             12.5.4 MIDDLE EAST & AFRICA: REGULATIONS
             12.5.5 SOUTH AMERICA
             12.5.6 DRIVERS: SOUTH AMERICA HIGH-PERFORMANCE COMPUTING MARKET
             12.5.7 COVID-19 IMPACT
             12.5.8 SOUTH AMERICA: REGULATIONS

13 COMPETITIVE LANDSCAPE (Page No. - 137)
     13.1 KEY PLAYER STRATEGIES/RIGHT TO WIN
     13.2 OVERVIEW
     13.3 TOP 5 COMPANY ANALYSIS
               FIGURE 40 TOP 5 COMPANY REVENUE ANALYSIS FOR HPC MARKET, 2019–2021
     13.4 MARKET SHARE ANALYSIS (2021)
               TABLE 85 HPC MARKET: MARKET SHARE ANALYSIS
     13.5 COMPANY EVALUATION QUADRANT, 2021
             13.5.1 STAR
             13.5.2 PERVASIVE
             13.5.3 EMERGING LEADER
             13.5.4 PARTICIPANT
                       FIGURE 41 HPC MARKET COMPANY EVALUATION QUADRANT, 2021
     13.6 SME EVALUATION QUADRANT, 2021
             13.6.1 PROGRESSIVE COMPANY
             13.6.2 RESPONSIVE COMPANY
             13.6.3 DYNAMIC COMPANY
             13.6.4 STARTING BLOCK
                       FIGURE 42 HPC MARKET, SME EVALUATION QUADRANT, 2021
                       FIGURE 43 HPC MARKET: DETAILED LIST OF KEY STARTUPS/SMES
                       FIGURE 44 HPC MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES
                       TABLE 86 HPC MARKET: COMPANY FOOTPRINT
                       TABLE 87 HPC MARKET: COMPANY VERTICAL FOOTPRINT
                       TABLE 88 HPC MARKET: COMPANY REGIONAL FOOTPRINT
     13.7 COMPETITIVE SCENARIO
               TABLE 89 HPC MARKET: PRODUCT LAUNCHES, MARCH 2019−MARCH 2022
               TABLE 90 HPC: DEALS, MARCH 2019−MARCH 2022

14 COMPANY PROFILES (Page No. - 149)
(Business Overview, Products Offered, Recent Developments, and MnM View (Key strengths/Right to Win, Strategic Choices Made, and Weaknesses and Competitive Threats))*
     14.1 KEY PLAYERS
             14.1.1 ADVANCED MICRO DEVICES
                       TABLE 91 ADVANCED MICRO DEVICES: BUSINESS OVERVIEW
                       FIGURE 45 ADVANCED MICRO DEVICES: COMPANY SNAPSHOT
                       TABLE 92 ADVANCED MICRO DEVICES: PRODUCTS OFFERED
             14.1.2 INTEL
                       TABLE 93 INTEL: BUSINESS OVERVIEW
                       FIGURE 46 INTEL: COMPANY SNAPSHOT
                       TABLE 94 INTEL: PRODUCT OFFERINGS
             14.1.3 HEWLETT PACKARD ENTERPRISE (HPE)
                       TABLE 95 HEWLETT PACKARD ENTERPRISE: BUSINESS OVERVIEW
                       FIGURE 47 HEWLETT PACKARD ENTERPRISE: COMPANY SNAPSHOT
                       TABLE 96 HEWLETT PACKARD ENTERPRISE: PRODUCT OFFERINGS
             14.1.4 IBM
                       TABLE 97 IBM: BUSINESS OVERVIEW
                       FIGURE 48 IBM: COMPANY SNAPSHOT
                       TABLE 98 IBM: PRODUCT OFFERINGS
             14.1.5 DELL
                       TABLE 99 DELL: BUSINESS OVERVIEW
                       FIGURE 49 DELL: COMPANY SNAPSHOT
                       TABLE 100 DELL: PRODUCT OFFERINGS
             14.1.6 LENOVO
                       TABLE 101 LENOVO: BUSINESS OVERVIEW
                       FIGURE 50 LENOVO: COMPANY SNAPSHOT
                       TABLE 102 LENOVO: PRODUCT OFFERINGS
             14.1.7 FUJITSU
                       TABLE 103 FUJITSU: BUSINESS OVERVIEW
                       FIGURE 51 FUJITSU: COMPANY SNAPSHOT
                       TABLE 104 FUJITSU: PRODUCT OFFERINGS
             14.1.8 ATOS
                       TABLE 105 ATOS: BUSINESS OVERVIEW
                       FIGURE 52 ATOS: COMPANY SNAPSHOT
                       TABLE 106 ATOS: PRODUCT OFFERINGS
             14.1.9 CISCO
                       TABLE 107 CISCO: BUSINESS OVERVIEW
                       FIGURE 53 CISCO: COMPANY SNAPSHOT
                       TABLE 108 CISCO: PRODUCT OFFERINGS
             14.1.10 NVIDIA
                       TABLE 109 NVIDIA: BUSINESS OVERVIEW
                       FIGURE 54 NVIDIA: COMPANY SNAPSHOT
                       TABLE 110 NVIDIA: PRODUCT OFFERINGS
     14.2 OTHER PLAYERS
             14.2.1 NEC CORPORATION
                       TABLE 111 NEC CORPORATION: BUSINESS OVERVIEW
             14.2.2 AMAZON WEB SERVICES
                       TABLE 112 AMAZON WEB SERVICES: BUSINESS OVERVIEW
             14.2.3 ORACLE
                       TABLE 113 ORACLE: BUSINESS OVERVIEW
             14.2.4 MICROSOFT
                       TABLE 114 MICROSOFT: BUSINESS OVERVIEW
             14.2.5 INSPUR
                       TABLE 115 INSPUR: BUSINESS OVERVIEW
             14.2.6 NETAPP
                       TABLE 116 NETAPP: BUSINESS OVERVIEW
             14.2.7 IRON GLOBAL
                       TABLE 117 IRON: BUSINESS OVERVIEW
             14.2.8 ASPEN SYSTEM
                       TABLE 118 ASPEN SYSTEM: BUSINESS OVERVIEW
             14.2.9 ADVANCED CLUSTERING TECHNOLOGIES
                       TABLE 119 ADVANCED CLUSTERING TECHNOLOGIES: BUSINESS OVERVIEW
             14.2.10 DAWNING INFORMATION INDUSTRY CO. LTD. (SUGON)
                       TABLE 120 SUGON: BUSINESS OVERVIEW
             14.2.11 DASSAULT SYSTEMS
                       TABLE 121 DASSAULT SYSTEMS: BUSINESS OVERVIEW
             14.2.12 ARM LIMITED
                       TABLE 122 ARM LIMITED: BUSINESS OVERVIEW
             14.2.13 MONTAGE TECHNOLOGY
                       TABLE 123 MONTAGE TECHNOLOGY: BUSINESS OVERVIEW
             14.2.14 ADAPTIVE COMPUTING
                       TABLE 124 ADAPTIVE COMPUTING: BUSINESS OVERVIEW
             14.2.15 ADVANCED HPC
                       TABLE 125 ADVANCED HPC: BUSINESS OVERVIEW
             14.2.16 DATADIRECT NETWORKS
                       TABLE 126 DATADIRECT NETWORKS: BUSINESS OVERVIEW
             14.2.17 EQUUS COMPUTERS
                       TABLE 127 EQUUS COMPUTERS: BUSINESS OVERVIEW
             14.2.18 EXCELERO
                       TABLE 128 EXCELERO: BUSINESS OVERVIEW
             14.2.19 GIGA-BYTE
                       TABLE 129 GIGA-BYTE: BUSINESS OVERVIEW
             14.2.20 PENGUIN COMPUTING
                       TABLE 130 PENGUIN COMPUTING: BUSINESS OVERVIEW

*Details on Business Overview, Products 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.

15 APPENDIX (Page No. - 198)
     15.1 INSIGHTS OF INDUSTRY EXPERTS
     15.2 DISCUSSION GUIDE
     15.3 KNOWLEDGE STORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
     15.4 AVAILABLE CUSTOMIZATIONS
     15.5 RELATED REPORTS
     15.6 AUTHOR DETAILS

The study involved four major activities in estimating the size of the high performance computing market. Exhaustive secondary research was done to collect information on the market. The next step was to validate these findings, assumptions, and sizing with industry experts across the value chain through primary research. Both top-down and bottom-up approaches were employed to estimate the total market’s size. After that, market breakdown and data triangulation were used to determine the market sizes of segments and sub-segments.

Secondary Research

In the secondary research process, various secondary sources have been referred to for identifying and collecting information pertinent to the study. These secondary sources include annual reports; press releases; investor presentations of companies; white papers; certified publications; and articles from recognized authors, directories, and databases. Secondary research has been mainly used to obtain key information about the industry’s supply chain, market’s monetary chain, total pool of key players, and market segmentation according to industry trends, geographic markets, and key developments from both market- and technology-oriented perspectives. The secondary data has been collected and analyzed to arrive at the overall market size and further validated through primary research

Primary Research

Extensive primary research has been conducted after acquiring an understanding of the the high performance computing market scenario through secondary research. In the primary research process, various primary sources from both supply and demand sides have been interviewed to obtain qualitative and quantitative information important for this report. Primary sources from the supply side include industry experts such as chief executive officers (CEOs), vice presidents, marketing directors, technology and innovation directors, and related executives from various key companies and organizations operating in the the high performance computing market. After the complete market engineering (which includes calculations for the market statistics, market breakdown, data triangulation, market estimation, and market forecasting), extensive primary research has been conducted to gather information and verify and validate the critical numbers obtained.

After interacting with industry experts, brief sessions were conducted with highly experienced independent consultants to reinforce the findings from our primaries. This, along with the in-house subject matter experts’ opinions, has led us to the findings as described in the remainder of this report.

High-performance Computing (HPC) Market Size, and Share

To know about the assumptions considered for the study, download the pdf brochure

Market Size Estimation

Both top-down and bottom-up approaches were used to estimate and validate the total size of the the high performance computing market. These methods were also extensively used to estimate the sizes of various market sub-segments. The research methodology used to estimate the market sizes includes the following:

  • The key players in the market were identified through extensive secondary research.
  • The industry’s supply chain and market size, in terms of value, were determined through primary and secondary research.

All percentage shares, splits, and breakdowns were determined using secondary sources and verified through primary sources. Qualitative aspects such as market drivers, restraints, opportunities, and challenges have been taken into consideration while calculating and forecasting the market size.

Global High performance computing (HPC) market Size: Bottom-Up Approach

High-performance Computing (HPC) Market Size, and Share

To know about the assumptions considered for the study, Request for Free Sample Report

Data Triangulation

After arriving at the overall market size—using the market size estimation processes explained above—the market was split into several segments and sub-segments. To complete the overall market engineering process and arrive at the exact statistics of each market segment and subsegment, data triangulation, and market breakdown procedures were employed, wherever applicable. The data was triangulated by studying various factors and trends from both the demand and supply sides.

Report Objectives:

  • To define and forecast the high-performance computing (HPC) market based on component, computation type, deployment, organization size, service price band, vertical, and region in terms of value
  • To describe and forecast the size of the HPC market in four key regions, namely, North America, Europe, Asia Pacific (APAC), and Rest of the World (RoW), along with their respective countries
  • To provide detailed information regarding drivers, restraints, opportunities, and challenges influencing the growth of the market
  • To strategically analyze micromarkets with respect to individual growth trends, prospects, and contributions to the overall market size
  • To study the complete value chain of the HPC market
  • To provide information regarding the impact of the COVID-19 on the HPC market, its segments, and the market players
  • To analyze opportunities in the market for stakeholders by identifying high-growth segments of the HPC ecosystem
  • To strategically profile the key players and comprehensively analyze their market positions in terms of their rankings and core competencies, and provide a detailed competitive landscape
  • To analyze competitive developments, such as product launches, acquisitions, collaborations, agreements, and partnerships, in the HPC market

Available Customizations:

With the given market data, MarketsandMarkets offers customizations according to the company’s specific needs. The following customization options are available for the report:

Company Information

  • Detailed analysis and profiling of additional market players (up to 5)
Report Code
SE 8103
Published ON
May, 2022
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