GLOBAL BIG DATA MARKET FORECAST 2019-2027

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GLOBAL BIG DATA MARKET FORECAST 2019-2027

Global Big Data Market deals with technology that uses parallel computing tools for handling data. Big data can be understood as huge data sets that are analyzed computationally for revealing trends, patterns & associations pertaining to human behavior & interactions. Inkwood research estimates that the market for big data will grow with an anticipated CAGR of 18.68% during the forecast period & will reach revenue of $183.62 billion by 2027.

GLOBAL BIG DATA MARKET FORECAST 2019-2027

Global Big Data Market by Components (Software, Service)  by Deployment (on Demand, on Premise)  by Type (Structured, Semi-structured, Unstructured)  by Industry Verticals (Banking, Financial Services & Insurance (Bfsi), Government & Defense, Healthcare & Lifesciences, Manufacturing, Retail & Consumer, Media & Entertainment, Energy & Utilities, Transportation, It & Telecommunication, Academic & Research, Other Industry Verticals) by Geography.

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Global Big Data Market deals with technology that uses parallel computing tools for handling data. Big data can be understood as huge data sets that are analyzed computationally for revealing trends, patterns & associations pertaining to human behavior & interactions. Big data has various characteristics that include volume, variety, velocity & veracity. Inkwood research estimates that the market for big data will grow with an anticipated CAGR of 18.68% during the forecast period & will reach revenue of $183.62 billion by 2027. The base year considered for the market study is 2018 & the forecasted period is between 2019 & 2027. Global big data market is driven by:

  • Rising adoption of digital technology
  • Proliferation in data generation
  • The increasing trend of smartphone ownership & respective applications (apps)
  • Growing internet penetration
  • Widened adoption of big data among organizations
  • The rising number of Internet of Things (IoT) devices contributing to the data growth

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The massive growth of data is considered as a prime driver for the growth of the global big data market. Organizations of all disciplines across the globe suffer a serious problem of managing data in the form of data retention, understanding dark data, data integration for proper analytics, data access & others. Thus, the big data could help organizations in data management through sorting of dark data, taking a decision on which data to be thrown away, proper aggregation of data, organizing data storage & many more.

Moreover, according to the World Economic Forum, XX quintillion bytes data is created each day. Such high data generation would call for the adoption of big data over the forecast period. Increase in the number of mobile devices & apps coupled with a switch from analog to digital technologies with increasing penetration of the internet. This factor is also driving the global big data market.

Banking, Financial Services & Insurance (BFSI) is the leading segment in terms of revenue in the global big data market with around 18.21% market share in 2018. BFSI big data market is primarily driven by increasing adoption of big data by banking & financial institutions across the globe to efficiently manage the transaction, increasing customer experience, operations optimization & others. For instance, Deutsche Bank adopted big data solutions for forecasting stock prices. The bank is establishing a new platform “Data Innovation Group (dbDIG)” that uses data & AI to offer data-driven investment solutions. According to the World Bank, the global financial sector has shown growth from $XX billion to $XX billion throughout 2011-2016.

Moreover, IT & Telecommunication segment is anticipated to grow at the highest CAGR of around 19.46% during the forecast period. The fastest growth rate of IT & Telecommunication vertical is attributed to the fact of the progress of the growing information technology industry. The industry is primarily driven by the adoption of big data solutions for managing call records, mobile phone usage, billing information, server logs & others. For instance, in 2018, Vodafone India adopted big data solutions & artificial intelligence to ensure customer satisfaction & increase its market share in the country. Adoption of big data helps the telecom companies to increase the customer experience & network utilization.

On the other hand, global big data market growth is restricted by privacy & security concerns along with lack of awareness of the benefits of big data solutions & services. There are significant data security issues that hinder the market growth. Various tools associated with smart analytics & big data are open source which could come into the influence of criminal activity & malware. The global big data market thus faces serious issues through various mediums that include protecting transaction logs & data, validation & filtration of end-point inputs, securing & protecting data in real-time, granular access control, & privacy protection for non-rational data stores. Also, it has been estimated that internet penetration & open source tools would increase over the forecast period, thereby creating an atmosphere of data security & breaches.

Report scope of global big data market covers segmentation analysis of component, type, deployment mode & vertical.

Market by Component:

  • Software
  • Services

Market by Deployment mode:

  • On-premises
  • On-demand

Market by Type:

  • Structured data
  • Unstructured data
  • Semi-structured data

Market by Industry Vertical:

  • Banking, financial services & insurance (BFSI)
  • Government & defense
  • Healthcare & life sciences
  • Manufacturing
  • Retail & consumer goods
  • Media & entertainment
  • Energy & utility
  • Transportation
  • IT & telecommunication
  • Academic & research institutions
  • Other verticals

The total market revenue is calculated by the adoption of Big Data across various verticals.

On the basis of geography, the global big data market has been segmented into four major regions:

Geographically, North America is the largest market with a market share of 36.68% in terms of revenue in 2018. The dominance of North America is attributed to the presence of a majority of the key players that are offering their solutions in the region. These include Amazon Web Services, Cloudera, Inc., Dell, Inc., Hewlett-Packard Enterprise & others. IT companies are investing huge capital in big data for technological development, adoptions and mergers & acquisition. For instance, in 2017, Google invested $XX billion in new technologies, start-ups, networking companies & others. Moreover, in 2018, IBM invested $XX billion on IBM Watson focusing on development in big data, analytics & artificial intelligence.

On the other hand, Asia Pacific is anticipated to be the fastest growing region with a CAGR of XX% during the forecast period. The growth is attributed due to increasing adoption of machine learning & business intelligence across various sectors, increasing investments in big data, increasing internet penetration coupled with increasing healthcare expenditure & BFSI sector. In April 2017, Lenovo Group Ltd. (China) planned to capitalize $XX billion in the R&D of big data, artificial intelligence & Internet of Things (IoT) over the next four years (2018-2022). Besides, in 2017 Government of India & Israel agreed to provide $XX million from each side for supporting research & development projects in the field of big data analytics in healthcare industry & cybersecurity. Increasing investment by major players is expected to boost the growth of big data market during the forecast period.

Global big data market has been segmented on the basis of components, type, deployment & vertical. The vertical segment is further sub-segmented into BFSI, government & defence, healthcare & life sciences, manufacturing, retail & consumer, media & entertainment, transportation, IT & telecommunication, academic & research & others. The market for big data by the component is divided into software & services. Market by deployment mode is divided into on-premises & on-demand. Based on the type, the global big data market covers structured data, unstructured data & semi-structured data markets.

The market has a number of players & some of the major key players involved in the global big data market are:

  • IBM Corporation
  • Splunk Inc.
  • Dell Inc.
  • Amazon Web Services, Inc.
  • Oracle Corporation
  • & others

Market share analysis along with company profiles of prominent market players are discussed in detail. Most of the companies are looking for strategies such as merger & acquisition, partnership, contracts, agreements, & new product launch, to gain a competitive edge over other companies. For instance, in June 2018, Amazon web services introduced an Ethereum Blockchain running on Amazon Elastic Container Service (Amazon ECS) via the AWS blockchain template. It is an application load balancer which provides access to the various Ethereum APIs. This use of disruptive technology is least used in the current big data Industry. In May 2018, HP signed a partnership agreement with Streamr, the blockchain-backed data platform, to integrate standard vehicle technology, HPE’s interfacing & Streamr’s Engine, resulting in vehicle data being delivered in real time to the Streamr marketplace. In March 2018, IBM Corporation unveiled a cloud analytics service to connect apps with a range of covering maps, big geospatial datasets, satellite, population changes & weather.

Key findings of the global big data market:

  • North America leads the global big data market by capturing the largest market share of around 36.68% in 2018.
  • Asia Pacific big data market is anticipated to grow at the highest CAGR of XX% during the forecast period of 2019-2027.
  • The continued rise of cloud computing augmented the growth of the big data analytics market for the forecast period.
  • Services segment accounts for the largest share in big data market & is projected to grow with a CAGR of XX% during the forecasted period.
  • Unstructured in big data market is projected to grow fastest in the market at CAGR of XX% during the forecasted period.

  1. RESEARCH SCOPE
    • STUDY GOALS
    • SCOPE OF THE MARKET STUDY
    • WHO WILL FIND THIS REPORT USEFUL?
    • STUDY & FORECASTING YEARS
  2. RESEARCH METHODOLOGY
    • SOURCES OF DATA
      • SECONDARY DATA
      • PRIMARY DATA
    • TOP-DOWN APPROACH
    • BOTTOM-UP APPROACH
    • DATA TRIANGULATION
  3. EXECUTIVE SUMMARY
    • MARKET SUMMARY
    • KEY FINDINGS
      • CONTINUAL RISE OF CLOUD COMPUTING – KEY ENABLER FOR BIG DATA ANALYTICS
      • SERVICES SEGMENT DOMINATES THE MARKET IN TERMS OF COMPONENTS
      • ON DEMAND IS THE MOST PREFERRED DEPLOYMENT MODE
      • UNSTRUCTURED DATA OFFERS LUCRATIVE GROWTH OPPORTUNITIES
  1. MARKET DYNAMICS
    • TIMELINE OF BIG DATA
    • PARENT MARKET ANALYSIS: DIGITAL TRANSFORMATION MARKET
    • MARKET SCOPE & DEFINITION
    • MARKET DRIVERS
      • RISING ADOPTION OF DIGITAL TECHNOLOGY
      • PROLIFERATION IN DATA GENERATION
      • INCREASING TREND OF SMARTPHONE OWNERSHIP & APPS
      • GROWING INTERNET PENETRATION
    • MARKET RESTRAINTS
      • PRIVACY & SECURITY ISSUES WITH THE BIG DATA
      • LACK OF AWARENESS
    • MARKET OPPORTUNITIES
      • WIDENED ADOPTION OF BIG DATA AMONG ORGANIZATIONS
      • RISING NUMBER OF INTERNET OF THINGS (IOT) DEVICES CONTRIBUTING DATA GROWTH
      • BIG DATA SOLUTIONS ENHANCING ORGANIZATIONAL RETURN ON INVESTMENT
    • MARKET CHALLENGES
      • STORAGE & RETRIEVAL ISSUES OF HUGE AMOUNT OF DATA
      • SHORTAGE OF BIG DATA PROFESSIONALS
  1. MARKET BY COMPONENTS
    • SOFTWARE
    • SERVICE
  2. MARKET BY DEPLOYMENT
    • ON DEMAND
    • ON PREMISE
  3. MARKET BY TYPE
    • STRUCTURED
    • SEMI-STRUCTURED
    • UNSTRUCTURED
  4. MARKET BY INDUSTRY VERTICALS
    • BANKING, FINANCIAL SERVICES & INSURANCE (BFSI)
    • GOVERNMENT & DEFENSE
    • HEALTHCARE & LIFESCIENCES
    • MANUFACTURING
    • RETAIL & CONSUMER
    • MEDIA & ENTERTAINMENT
    • ENERGY & UTILITIES
    • TRANSPORTATION
    • IT & TELECOMMUNICATION
    • ACADEMIC & RESEARCH
    • OTHER INDUSTRY VERTICALS
  5. KEY ANALYTICS
    • PORTER’S FIVE FORCE MODEL
      • THREAT OF NEW ENTRANTS
      • THREAT OF SUBSTITUTE
      • BARGAINING POWER OF SUPPLIERS
      • BARGAINING POWER OF BUYERS
      • THREAT OF COMPETITIVE RIVALRY
    • VALUE CHAIN ANALYSIS
      • SUPPLIERS
      • DATA ACQUISITION & PROVISIONING
      • ANALYTICS & VIRTUALIZATION
      • SOFTWARE DEVELOPMENT
      • DATA WAREHOUSING
      • DATA USAGE & END USERS
    • KEY BUYING CRITERIA
      • COST
      • SERVICE LEVEL AGREEMENT (SLA)
      • RELIABILITY
      • SECURITY
    • OPPORTUNITY MATRIX
    • VENDOR LANDSCAPE
    • INVESTMENT ANALYSIS
      • BY REGION
      • BY COMPONENT
      • BY INDUSTRY VERTICALS
  1. GEOGRAPHICAL ANALYSIS
    • NORTH AMERICA
      • UNITED STATES
      • CANADA
    • EUROPE
      • UNITED KINGDOM
      • FRANCE
      • GERMANY
      • SPAIN
      • ITALY
      • REST OF EUROPE
    • ASIA PACIFIC
      • CHINA
      • JAPAN
      • INDIA
      • SOUTH KOREA
      • AUSTRALIA
      • REST OF ASIA PACIFIC
    • REST OF WORLD
      • LATIN AMERICA
      • MIDDLE EAST & AFRICA
  1. COMPETITIVE LANDSCAPE
    • MARKET SHARE ANALYSIS
    • KEY COMPANY ANALYSIS
    • CORPORATE STRATEGIES
      • PRODUCT LAUNCH & INNOVATION
      • PARTNERSHIP & COLLABORATION
      • MERGER & ACQUISITION
      • OTHER KEY CORPORATE STRATEGIES
    • COMPANY PROFILES
      • AMAZON WEB SERVICES, INC.
      • CLOUDERA, INC.
      • DATA USA
      • DELL, INC.
      • GUAVUS, INC.
      • HEWLETT PACKARD ENTERPRISE
      • HITACHI, LTD.
      • INTERNATIONAL BUSINESS MACHINES CORPORATION (IBM)
      • MICROSOFT CORPORATION
      • ORACLE CORPORATION
      • PALANTIR TECHNOLOGIES, INC.
      • SAP SE
      • SAS INSTITUTE
      • SPLUNK INC.
      • TERADATA CORPORATION

LIST OF TABLES

TABLE 1: GLOBAL BIG DATA MARKET, BY GEOGRAPHY, 2019-2027 (IN $ BILLION)

TABLE 2: TIMELINE OF BIG DATA

TABLE 3: SMARTPHONE OWNERSHIP IN EMERGING GEOGRAPHIES IN 2016 (IN %)

TABLE 4: GLOBAL BIG DATA MARKET, BY COMPONENTS, 2019-2027 (IN $ BILLION)

TABLE 5: GLOBAL SOFTWARE MARKET, BY REGION, 2019-2027 (IN $ BILLION)

TABLE 6: GLOBAL SERVICE MARKET, BY REGION, 2019-2027 (IN $ BILLION)

TABLE 7: GLOBAL BIG DATA MARKET, BY DEPLOYMENT, 2019-2027 (IN $ BILLION)

TABLE 8: GLOBAL ON DEMAND MARKET, BY REGION, 2019-2027 (IN $ BILLION)

TABLE 9: GLOBAL ON PREMISE MARKET, BY REGION, 2019-2027 (IN $ BILLION)

TABLE 10: GLOBAL BIG DATA MARKET, BY TYPE, 2019-2027 (IN $ BILLION)

TABLE 11: GLOBAL STRUCTURED MARKET, BY REGION, 2019-2027 (IN $ BILLION)

TABLE 12: GLOBAL SEMI-STRUCTURED MARKET, BY REGION, 2019-2027 (IN $ BILLION)

TABLE 13: GLOBAL UNSTRUCTURED MARKET, BY REGION, 2019-2027 (IN $ BILLION)

TABLE 14: GLOBAL BIG DATA MARKET, BY INDUSTRY VERTICALS 2019-2027 (IN $ BILLION)

TABLE 15: GLOBAL BANKING, FINANCIAL SERVICES & INSURANCE (BFSI)MARKET, BY REGION, 2019-2027 (IN $ BILLION)

TABLE 16: GLOBAL GOVERNMENT & DEFENSE MARKET, BY REGION, 2019-2027 (IN $ BILLION)

TABLE 17: GLOBAL HEALTHCARE & LIFESCIENCES MARKET, BY REGION, 2019-2027 (IN $ BILLION)

TABLE 18: GLOBAL MANUFACTURING MARKET, BY REGION, 2019-2027 (IN $ BILLION)

TABLE 19: GLOBAL RETAIL & CONSUMER MARKET, BY REGION, 2019-2027 (IN $ BILLION)

TABLE 20: GLOBAL MEDIA & ENTERTAINMENT MARKET, BY REGION, 2019-2027 (IN $ BILLION)

TABLE 21: GLOBAL ENERGY & UTILITIES MARKET, BY REGION, 2019-2027 (IN $ BILLION)

TABLE 22: GLOBAL TRANSPORTATION MARKET, BY REGION, 2019-2027 (IN $ BILLION)

TABLE 23: GLOBAL IT & TELECOMMUNICATION MARKET, BY REGION, 2019-2027 (IN $ BILLION)

TABLE 24: GLOBAL ACADEMIC & RESEARCH MARKET, BY REGION, 2019-2027 (IN $ BILLION)

TABLE 25: GLOBAL OTHER INDUSTRY VERTICALS MARKET, BY REGION, 2019-2027 (IN $ BILLION)

TABLE 26: OPPORTUNITY MATRIX

TABLE 27: VENDOR LANDSCAPE

TABLE 28: GLOBAL BIG DATA MARKET, BY GEOGRAPHY, 2019-2027 (IN $ BILLION)

TABLE 29: NORTH AMERICA BIG DATA MARKET, BY COUNTRY, 2019-2027 (IN $ BILLION)

TABLE 30: EUROPE BIG DATA MARKET, BY COUNTRY, 2019-2027 (IN $ BILLION)

TABLE 31: ASIA PACIFIC BIG DATA MARKET, BY COUNTRY, 2019-2027 (IN $ BILLION)

TABLE 32: REST OF WORLD BIG DATA MARKET, BY REGION, 2019-2027 (IN $ BILLION)

TABLE 33: LIST OF PRODUCT LAUNCH & INNOVATION

TABLE 34: LIST OF PARTNERSHIP & COLLABORATION

TABLE 35: LIST OF MERGER & ACQUISITIONS

TABLE 36: LIST OF OTHER KEY CORPORATE STRATEGIES

 

LIST OF FIGURES

FIGURE 1: GLOBAL BIG DATA MARKET, BY INDUSTRY VERTICALS, 2018 & 2027 (IN %)

FIGURE 2: WORLDWIDE CLOUD DATA CENTER TRAFFIC GROWTH, 2016-2021 (IN ZETTABYTES/YEAR)

FIGURE 3: REGION WISE MOBILE DATA TRAFFIC GENERATION, 2016 (IN %)

FIGURE 4: WORLDWIDE MOBILE DATA TRAFFIC FORECASTS, 2016-2021 (EXABYTES PER MONTH)

FIGURE 5: MOBILE DATA TRAFFIC IN KEY GEOGRAPHIES, 2017-2021 (EXABYTES PER MONTH)

FIGURE 6: SMARTPHONE USERS ACROSS THE WORLD, 2016-2020 (IN BILLION)

FIGURE 7: WIRELESS DATA TRAFFIC IN UNITED STATES, 2010-2016 (IN TRILLION MEGABYTES)

FIGURE 8: WORLDWIDE INTERNET USERS, 2010-2017 (IN MILLION)

FIGURE 9: INTERNET PENETRATION RATE ACROSS GEOGRAPHIES, 2017 (IN %)

FIGURE 10: INTERNET OF THINGS (IOT) CONNECTED DEVICES ACROSS THE WORLD, 2014-2020

FIGURE 11: GLOBAL BIG DATA MARKET, BY SOFTWARE, 2019-2027 (IN $ BILLION)

FIGURE 12: GLOBAL BIG DATA MARKET, BY SERVICE, 2019-2027 (IN $ BILLION)

FIGURE 13: GLOBAL BIG DATA MARKET, BY ON DEMAND, 2019-2027 (IN $ BILLION)

FIGURE 14: GLOBAL BIG DATA MARKET, BY ON-PREMISE, 2019-2027 (IN $ BILLION)

FIGURE 15: GLOBAL BIG DATA MARKET, BY STRUCTURED, 2019-2027 (IN $ BILLION)

FIGURE 16: GLOBAL BIG DATA MARKET, BY SEMI-STRUCTURED, 2019-2027 (IN $ BILLION)

FIGURE 17: GLOBAL BIG DATA MARKET, BY UNSTRUCTURED, 2019-2027 (IN $ BILLION)

FIGURE 18: GLOBAL BIG DATA MARKET, BY BANKING, FINANCIAL SERVICES & INSURANCE (BFSI), 2019-2027 (IN $ BILLION)

FIGURE 19: GLOBAL BIG DATA MARKET, BY GOVERNMENT & DEFENSE, 2019-2027 (IN $ BILLION)

FIGURE 20: GLOBAL BIG DATA MARKET, BY HEALTHCARE & LIFESCIENCES, 2019-2027 (IN $ BILLION)

FIGURE 21: GLOBAL BIG DATA MARKET, BY MANUFACTURING, 2019-2027 (IN $ BILLION)

FIGURE 22: GLOBAL BIG DATA MARKET, BY RETAIL & CONSUMER, 2019-2027 (IN $ BILLION)

FIGURE 23: GLOBAL BIG DATA MARKET, BY MEDIA & ENTERTAINMENT, 2019-2027 (IN $ BILLION)

FIGURE 24: GLOBAL BIG DATA MARKET, BY ENERGY & UTILITIES, 2019-2027 (IN $ BILLION)

FIGURE 25: GLOBAL BIG DATA MARKET, BY TRANSPORTATION, 2019-2027 (IN $ BILLION)

FIGURE 26: GLOBAL BIG DATA MARKET, BY IT & TELECOMMUNICATION, 2019-2027 (IN $ BILLION)

FIGURE 27: GLOBAL BIG DATA MARKET, BY ACADEMIC & RESEARCH, 2019-2027 (IN $ BILLION)

FIGURE 28: GLOBAL BIG DATA MARKET, BY OTHER INDUSTRY VERTICALS, 2019-2027 (IN $ BILLION)

FIGURE 29: PORTER’S FIVE FORCE ANALYSIS

FIGURE 30: VALUE CHAIN ANALYSIS

FIGURE 31: BIG DATA – SOFTWARE DEVELOPMENT CYCLE

FIGURE 32: KEY BUYING IMPACT ANALYSIS

FIGURE 33: INVESTMENT ANALYSIS OF BIG DATA MARKET, BY REGION, IN 2018

FIGURE 34: INVESTMENT ANALYSIS OF BIG DATA MARKET, BY COMPONENT, IN 2018

FIGURE 35: INVESTMENT ANALYSIS OF BIG DATA MARKET, BY INDUSTRY VERTICALS, IN 2018

FIGURE 36: GLOBAL BIG DATA MARKET, REGIONAL OUTLOOK, 2018 & 2027 (IN %)

FIGURE 37: UNITED STATES BIG DATA MARKET, 2019-2027 (IN $ BILLION)

FIGURE 38: CANADA BIG DATA MARKET, 2019-2027 (IN $ BILLION)

FIGURE 39: UNITED KINGDOM BIG DATA MARKET, 2019-2027 (IN $ BILLION)

FIGURE 40: FRANCE BIG DATA MARKET, 2019-2027 (IN $ BILLION)

FIGURE 41: GERMANY BIG DATA MARKET, 2019-2027 (IN $ BILLION)

FIGURE 42: SPAIN BIG DATA MARKET, 2019-2027 (IN $ BILLION)

FIGURE 43: ITALY BIG DATA MARKET, 2019-2027 (IN $ BILLION)

FIGURE 44: REST OF EUROPE BIG DATA MARKET, 2019-2027 (IN $ BILLION)

FIGURE 45: CHINA BIG DATA MARKET, 2019-2027 (IN $ BILLION)

FIGURE 46: JAPAN BIG DATA MARKET, 2019-2027 (IN $ BILLION)

FIGURE 47: INDIA BIG DATA MARKET, 2019-2027 (IN $ BILLION)

FIGURE 48: SOUTH KOREA BIG DATA MARKET, 2019-2027 (IN $ BILLION)

FIGURE 49: AUSTRALIA BIG DATA MARKET, 2019-2027 (IN $ BILLION)

FIGURE 50: REST OF ASIA PACIFIC BIG DATA MARKET, 2019-2027 (IN $ BILLION)

FIGURE 51: LATIN AMERICA BIG DATA MARKET, 2019-2027 (IN $ BILLION)

FIGURE 52: MIDDLE EAST & AFRICA BIG DATA MARKET, 2019-2027 (IN $ BILLION)

FIGURE 53: MARKET SHARE ANALYSIS OF KEY PLAYERS IN 2018 (IN %)

  1. MARKET BY COMPONENTS
    • SOFTWARE
    • SERVICE
  2. MARKET BY DEPLOYMENT
    • ON DEMAND
    • ON PREMISE
  3. MARKET BY TYPE
    • STRUCTURED
    • SEMI-STRUCTURED
    • UNSTRUCTURED
  4. MARKET BY INDUSTRY VERTICALS
    • BANKING, FINANCIAL SERVICES & INSURANCE (BFSI)
    • GOVERNMENT & DEFENSE
    • HEALTHCARE & LIFESCIENCES
    • MANUFACTURING
    • RETAIL & CONSUMER
    • MEDIA & ENTERTAINMENT
    • ENERGY & UTILITIES
    • TRANSPORTATION
    • IT & TELECOMMUNICATION
    • ACADEMIC & RESEARCH
    • OTHER INDUSTRY VERTICALS
  5. GEOGRAPHICAL ANALYSIS
    • NORTH AMERICA
      • UNITED STATES
      • CANADA
    • EUROPE
      • UNITED KINGDOM
      • FRANCE
      • GERMANY
      • SPAIN
      • ITALY
      • REST OF EUROPE
    • ASIA PACIFIC
      • CHINA
      • JAPAN
      • INDIA
      • SOUTH KOREA
      • AUSTRALIA
      • REST OF ASIA PACIFIC
    • REST OF WORLD
      • LATIN AMERICA
      • MIDDLE EAST & AFRICA

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