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빅데이터 (Big Data) 시장조사 보고서

조사회사 : MarketsandMarkets (마켓츠앤마켓츠)   출판년월 : 2024년01월

Big Data Market – Global Forecast to 2028

빅데이터 시장 : 제공 내용 [소프트웨어(빅 데이터 분석, 데이터 마이닝), 서비스], 비즈니스 기능(마케팅 및 판매, 재무 및 회계), 데이터 유형(구조화, 반구조화, 비구조화), 업종 및 지역별 – 2028년 까지의 세계 예측
Big Data Market by Offering (Software (Big Data Analytics, Data Mining), Services), Business Function (Marketing & Sales, Finance & Accounting), Data Type (Structured, Semi-structured, Unstructured), Vertical and Region – Global Forecast to 2028

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Report Overview

The big data market is projected to grow from USD 220.2 billion in 2023 to USD 401.2 billion by 2028, at a compound annual growth rate (CAGR) of 12.7% during the forecast period.

빅데이터 시장은 예측 기간 동안 연평균 복합 성장률(CAGR) 12.7%로 2023년 2,202억 달러에서 2028년 4,012억 달러로 성장할 것으로 예상됩니다.

The growth of the big data market is primarily driven by the advent of artificial intelligence and machine learning in corporate applications, the global surge in data volume, and innovations in unstructured data management software.

빅데이터 (Big Data) 시장조사 보고서

“By offering, big data analytics software segment is expected to register the fastest market growth rate during the forecast period.”
The big data analytics software segment stands out as the fastest-growing in the big data market, driven by its pivotal role in extracting valuable insights from vast datasets. Factors contributing to its rapid growth include the increasing need for data-driven decision-making, advancements in analytics algorithms, and the rising demand for real-time analytics. Market trends showcase a shift towards integrated analytics platforms, AI-driven analytics, and a focus on user-friendly interfaces, reflecting the evolving landscape where businesses seek comprehensive solutions for effective data analysis and strategic decision-making.


“By business function, marketing & sales segment is expected to account for the largest market share during the forecast period.”
The marketing & sales segment dominates the big data market as the largest in the business function, driven by the need for targeted customer insights and personalized strategies. Its prominence is attributed to the increasing reliance on data-driven marketing, customer segmentation, and the optimization of sales processes. Key market trends include the integration of AI for predictive analytics, emphasis on customer journey analytics, and the adoption of marketing automation tools. As businesses prioritize customer-centric approaches, the marketing & sales segment remains at the forefront, shaping the future of data-driven strategies in the competitive landscape.


“By region, Asia Pacific is slated to grow at the fastest rate and North America to have the largest market share during the forecast period.”
Asia Pacific leads as the fastest-growing segment in the big data market due to rapid digitization, expanding internet connectivity, and proactive government support for technological advancements. Countries like China, India, and Japan are at the forefront, with robust tech ecosystems and a surge in big data adoption. Meanwhile, North America holds the largest market share, driven by a mature IT infrastructure, widespread adoption of advanced technologies, and a strong focus on innovation. The region’s well-established enterprises and early adoption of big data solutions contribute to North America’s dominance in shaping the global landscape of the big data market.

빅데이터 (Big Data) 시장조사 보고서 region

Breakdown of primaries
In-depth interviews were conducted with Chief Executive Officers (CEOs), vice presidents, innovation and technology directors, system integrators, and executives from various key organizations operating in the big data market.
§ By Company: Tier I–34%, Tier II–43%, and Tier III–23%
§ By Designation: C-Level Executives–28%, D-Level Executives–50%, and others–22%
§ By Region: North America– 30%, Europe – 35%, Asia Pacific– 20% and Middle East Africa- 10%, Latin America- 5 %


The report includes the study of key players offering big data software and services. The major players in the big data market include Oracle (US), Microsoft (US), SAP (Germany), IBM (US), SAS Institute (US), Salesforce (US), AWS (US), Teradata (US), Google (US), Accenture (Ireland), Alteryx (US), Cloudera (US), TIBCO (US), Informatica (US), Wipro (India), HPE (US), Qlik (US), Splunk (US), and VMWare (US), Ataccama (Canada), Imply (US), Centerfield (US), Datapine (Germany), Fusionex (Malaysia), BigPand (US), Bigeye (US), Rivery (US), Cardagraph (US), Syncari (US), Firebolt (US), ValueCoders (India), Sisense (US), Digital Guardian (US), Centric Consulting (US), and Happiest Minds Technologies (India).

빅데이터 (Big Data) 시장조사 보고서 ecosystem

Research Coverage
This research report categorizes the big data market by Offering (Software and Services), by Business Function (marketing & sales, human resources, operations, finance & accounting, and other business functions), by Data Type (unstructured data, semi-structured data, and unstructured data), by Vertical (BFSI, telecommunications, retail & consumer goods, healthcare & life sciences, government & defense, automotive, education, manufacturing, transportation & logistics, and other verticals), and by region (North America, Europe, Asia Pacific, Middle East & Africa, and Latin America). The scope of the report covers detailed information regarding the major factors, such as drivers, restraints, challenges, and opportunities, influencing the growth of the big data market. A detailed analysis of the key industry players has been done to provide insights into their business overview, solutions, and services; key strategies; contracts, partnerships, agreements, new product & service launches, mergers and acquisitions; and recent developments associated with the big data market. Competitive analysis of upcoming startups in the big data market ecosystem is covered in this report.


Key Benefits of Buying the Report
The report would provide the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall big data market and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights to position their business and plan suitable go-to-market strategies. It also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.


The report provides insights on the following pointers:
• Analysis of key drivers (the ascent of artificial intelligence and machine learning in enterprise applications, increasing demand for data-driven decision-making, exponential rise in data volume, innovations and developments in unstructured data management software), restraints (increasing data silos and fragmented data landscape, integration challenges with legacy systems, regulatory compliance complexity), opportunities (integration of big data applications with untapped data sources, rising penetration of internet and connected devices, increasing adoption of cloud-based big data solutions, emergence of advanced analytics technologies), and challenges (issues related to scalability in big data, meeting the real-time processing demands of modern businesses, effectively managing the data variety and complexity of data being collected).
• Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the big data market
• Market Development: Comprehensive information about lucrative markets – the report analyses the big data market across varied regions.
• Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the big data market
• Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading players like Oracle (US), Microsoft (US), SAP (Germany), IBM (US), SAS Institute (US), Salesforce (US), AWS (US), Teradata (US), Google (US), Accenture (Ireland), Alteryx (US), Cloudera (US), TIBCO (US), Informatica (US), Wipro (India), HPE (US), Qlik (US), Splunk (US), and VMWare (US), among others in the big data market strategies. The report also helps stakeholders understand the pulse of the big data market and provides them with information on key market drivers, restraints, challenges, and opportunities

Table of Contents

1            INTRODUCTION            40

1.1         STUDY OBJECTIVES      40

1.2         MARKET DEFINITION   40

1.2.1      INCLUSIONS AND EXCLUSIONS 41

1.3         MARKET SCOPE             42

1.3.1      MARKET SEGMENTATION         42

FIGURE 1           BIG DATA MARKET SEGMENTATION    42

TABLE 1             BIG DATA MARKET DETAILED SEGMENTATION            42

1.3.2      REGIONS COVERED      45

FIGURE 2           REGIONAL SEGMENTATION     45

1.3.3      YEARS CONSIDERED     45

1.4         CURRENCY CONSIDERED          46

TABLE 2             USD EXCHANGE RATES, 2018–2022         46

1.5         STAKEHOLDERS            46

1.6         SUMMARY OF CHANGES            47

1.6.1      IMPACT OF RECESSION 47

2            RESEARCH METHODOLOGY     48

2.1         RESEARCH DATA           48

FIGURE 3           BIG DATA MARKET: RESEARCH DESIGN             48

2.1.1      SECONDARY DATA       49

2.1.2      PRIMARY DATA 49

TABLE 3             PRIMARY INTERVIEWS 49

2.1.2.1   Breakup of primary profiles             50

2.1.2.2   Key industry insights          50

2.2         MARKET FORECAST      51

TABLE 4             FACTOR ANALYSIS        51

2.3         MARKET SIZE ESTIMATION       52

FIGURE 4           BIG DATA MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES   52

2.3.1      TOP-DOWN APPROACH             52

2.3.2      BOTTOM-UP APPROACH           53

FIGURE 5           APPROACH 1, BOTTOM-UP (SUPPLY-SIDE): REVENUE FROM SOLUTIONS/SERVICES OF BIG DATA MARKET  53

FIGURE 6           APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES OF BIG DATA MARKET      54

FIGURE 7           APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES OF BIG DATA MARKET      55

FIGURE 8           APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF BIG DATA THROUGH OVERALL DIGITAL SOLUTIONS SPENDING    55

2.4         DATA TRIANGULATION             57

FIGURE 9           DATA TRIANGULATION             57

2.5         RESEARCH ASSUMPTIONS         58

2.6         STUDY LIMITATIONS    60

2.7         IMPLICATIONS OF RECESSION ON BIG DATA MARKET 60

TABLE 5             IMPACT OF RECESSION ON GLOBAL BIG DATA MARKET              61

3            EXECUTIVE SUMMARY 62

TABLE 6             GLOBAL BIG DATA MARKET SIZE AND GROWTH RATE, 2018–2022 (USD MILLION, Y-O-Y)       64

TABLE 7             GLOBAL BIG DATA MARKET SIZE AND GROWTH RATE, 2023–2028 (USD MILLION, Y-O-Y)       64

FIGURE 10         SOFTWARE SEGMENT TO BE LARGER MARKET IN 2023 65

FIGURE 11         BIG DATA ANALYTICS SOFTWARE TO BE LEADING SOFTWARE SEGMENT DURING FORECAST PERIOD 65

FIGURE 12         BIG DATA CONSULTING SERVICES TO LEAD MARKET IN 2023              66

FIGURE 13         ON-PREMISE DEPLOYMENT MODEL TO BE LARGER SEGMENT DURING FORECAST PERIOD     66

FIGURE 14         MARKETING & SALES BUSINESS FUNCTION SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2023          67

FIGURE 15         UNSTRUCTURED DATA TYPE SEGMENT TO BE DOMINANT MARKET SHARE IN 2023 67

FIGURE 16         RETAIL & CONSUMER GOODS VERTICAL TO WITNESS HIGHEST GROWTH RATE DURING FORECAST PERIOD 68

FIGURE 17         ASIA PACIFIC TO REGISTER FASTEST GROWTH RATE BETWEEN 2023 & 2028   68

4            PREMIUM INSIGHTS      69

4.1         ATTRACTIVE OPPORTUNITIES IN BIG DATA MARKET  69

FIGURE 18         AMPLIFIED DEMAND FOR DATA-DRIVEN INSIGHTS SET TO PROPAGATE EXPONENTIAL GROWTH IN BIG DATA MARKET   69

4.2         BIG DATA MARKET: TOP THREE DATA TYPES  70

FIGURE 19         UNSTRUCTURED DATA TYPE TO WITNESS HIGHEST GROWTH RATE DURING FORECAST PERIOD         70

4.3         NORTH AMERICA: BIG DATA MARKET, BY OFFERING AND VERTICAL              70

FIGURE 20         SOFTWARE AND BFSI TO BE LARGEST SHAREHOLDERS IN MARKET IN NORTH AMERICA IN 2023   70

4.4         BIG DATA MARKET, BY REGION             71

FIGURE 21         NORTH AMERICA TO ACCOUNT FOR LARGEST REGIONAL MARKET SHARE IN 2023 71

5            MARKET OVERVIEW AND INDUSTRY TRENDS   72

5.1         INTRODUCTION            72

5.2         MARKET DYNAMICS     72

FIGURE 22         DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: BIG DATA MARKET       72

5.2.1      DRIVERS            73

5.2.1.1   Ascent of artificial intelligence and machine learning in enterprise applications              73

5.2.1.2   Increase in demand for data-driven decision-making   73

FIGURE 23         DATA-DRIVEN DECISION-MAKING IN ORGANIZATIONS WORLDWIDE, BY SECTOR, 2020 74

5.2.1.3   Exponential rise in data volume       74

FIGURE 24         VOLUME OF DATA CREATED AND REPLICATED WORLDWIDE, 2010–2025 (ZETTABYTE)             75

5.2.1.4   Innovations and developments in unstructured data management software              75

5.2.2      RESTRAINTS     76

5.2.2.1   Increase in data silos and fragmented data landscape   76

FIGURE 25         MOST REPORTED DATA SILO ISSUES BY GLOBAL ENTERPRISES, 2017–2022            76

5.2.2.2   Integration challenges with legacy systems     77

5.2.2.3   Regulatory compliance complexity   77

5.2.3      OPPORTUNITIES           78

5.2.3.1   Integration of big data applications with untapped data sources 78

5.2.3.2   Rise in penetration of internet and connected devices  78

FIGURE 26         GLOBAL INTERNET USER GROWTH, 2018–2023 (BILLION)              79

5.2.3.3   Increase in adoption of cloud-based big data solutions 79

FIGURE 27         SHARE OF CORPORATE DATA STORED IN CLOUD, 2015–2022              80

5.2.3.4   Emergence of advanced analytics technologies             80

5.2.4      CHALLENGES   81

5.2.4.1   Issues related to scalability in big data            81

5.2.4.2   Meeting real-time processing demands of modern businesses    81

5.2.4.3   Effective management of data variety and complexity of data being collected              82

FIGURE 28         VARIETY OF DATA COLLECTED IN 60 SECONDS, 2023   82

5.3         EVOLUTION OF BIG DATA         83

FIGURE 29         BIG DATA MARKET EVOLUTION            83

5.4         BIG DATA: ARCHITECTURE       84

FIGURE 30         FUNCTIONAL ELEMENTS OF BIG DATA SOLUTION       84

5.5         VALUE CHAIN ANALYSIS            86

FIGURE 31         BIG DATA MARKET: VALUE CHAIN ANALYSIS    86

TABLE 8             BIG DATA MARKET: VALUE CHAIN ANALYSIS    87

5.6         ECOSYSTEM/MARKET MAP       89

TABLE 9             ROLE OF PLAYERS IN BIG DATA MARKET           89

FIGURE 32         KEY PLAYERS IN BIG DATA MARKET ECOSYSTEM          90

5.6.1      TECHNOLOGY PROVIDERS       91

5.6.2      CLOUD SERVICE PROVIDERS    91

5.6.3      BIG DATA SOLUTION PROVIDERS         91

5.6.4      CONSULTING & PROFESSIONAL SERVICE PROVIDERS   91

5.6.5      BIG DATA SECURITY & GOVERNANCE PROVIDERS        92

5.6.6      GOVERNMENT & REGULATORY BODIES            92

5.7         INVESTMENT LANDSCAPE        92

FIGURE 33         VENTURE CAPITAL DEAL VOLUME IN BIG DATA, BY CATEGORY, 2011–2022  92

FIGURE 34         BIG DATA SPEND PATTERN OF ENTERPRISES IN THEIR OVERALL TECHNOLOGY EXPENDITURE, 2014–2022       93

FIGURE 35         PERCENTAGE OF TECH COMPANIES INVESTING IN BIG DATA & AI, 2017–2021 94

FIGURE 36         GLOBAL VENTURE CAPITAL INVESTMENT IN BIG DATA, BY CATEGORY, 2018–2022  95

FIGURE 37         TOP FIVE BIG DATA & DATA ANALYTICS FUNDING ROUNDS, 2022 (USD MILLION)     96

5.8         BEST PRACTICES IN BIG DATA MARKET             97

TABLE 10           BEST PRACTICES IN BIG DATA MARKET             97

5.9         CASE STUDY ANALYSIS 98

5.9.1      BFSI      98

5.9.1.1   Erste Group Bank gained 360-degree view of customers using Oracle Big Data Appliance on single cloud platform  98

5.9.2      TELECOMMUNICATIONS          99

5.9.2.1   Robi Axiata Limited used Cloudera platform to enhance customer experience              99

5.9.3      RETAIL & CONSUMER GOODS  100

5.9.3.1   Myntra used Azure Synapse Analytics and Azure HDInsight to stabilize services and increase year-over-year traffic   100

5.9.4      GOVERNMENT & DEFENSE        100

5.9.4.1   Indian Oil used Qlik to achieve business value by providing real-time analytics on big data 100

5.9.5      MANUFACTURING        101

5.9.5.1   Brembo used TIBCO Spotfire to enhance production processes with help of big data       101

5.9.6      HEALTHCARE & LIFE SCIENCE  102

5.9.6.1   IQVIA used Qlik big data analytics to help UK healthcare services           102

5.10       TECHNOLOGY ANALYSIS           102

5.10.1    KEY TECHNOLOGY       103

5.10.1.1 Data Mining        103

5.10.1.2 Data Stream Processing     103

5.10.1.3 NoSQL Databases             103

5.10.1.4 Data Warehousing             104

5.10.2    COMPLEMENTARY TECHNOLOGY        104

5.10.2.1 Cloud Computing 104

5.10.2.2 Data Analytics     104

5.10.2.3 Business Intelligence (BI)  105

5.10.2.4 Data Visualization             105

5.10.3    ADJACENT TECHNOLOGY         105

5.10.3.1 Machine Learning             105

5.10.3.2 Artificial Intelligence         106

5.10.3.3 Internet of Things (IoT)    106

5.10.3.4 Data Integration  106

5.11       TARIFF AND REGULATORY LANDSCAPE            107

5.11.1    TARIFF RELATED TO BIG DATA SOFTWARE      107

TABLE 11           TARIFF RELATED TO BIG DATA SOFTWARE, 2022           107

5.11.2    REGULATORY LANDSCAPE       108

5.11.2.1 Regulatory bodies, government agencies, and other organizations            108

TABLE 12           NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         108

TABLE 13           EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 109

TABLE 14           ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         110

TABLE 15           MIDDLE EAST & AFRICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         110

TABLE 16           LATIN AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         111

5.11.3    REGULATIONS 112

5.11.3.1 North America     112

5.11.3.1.1            Personal Information Protection and Electronic Documents Act (PIPEDA)           112

5.11.3.1.2            California Consumer Privacy Act (CCPA)     112

5.11.3.1.3            Gramm-Leach-Bliley (GLB) Act     112

5.11.3.2 Europe  112

5.11.3.2.1            General Data Protection Regulation 112

5.11.3.2.2            Network and Information Systems Directive (NIS Directive) – European Union    113

5.11.3.2.3            Directive on Privacy and Electronic Communications (ePrivacy Directive)            113

5.11.3.3 Asia Pacific          113

5.11.3.3.1            Personal Data Protection Act           113

5.11.3.3.2            Act on the Protection of Personal Information             113

5.11.3.3.3            Critical Information Infrastructure   114

5.11.3.3.4            International Organization for Standardization 27001 114

5.11.3.4 Middle East & Africa          114

5.11.3.4.1            Protection of Personal Information Act (POPIA) – South Africa 114

5.11.3.4.2            Dubai Data Law – United Arab Emirates (UAE)          114

5.11.3.4.3            Nigerian Data Protection Regulation (NDPR)             114

5.11.3.5 Latin America      115

5.11.3.5.1            Brazil Data Protection Law 115

5.11.3.5.2            Argentina Personal Data Protection Law No. 25.326   115

5.11.3.5.3            Colombian Data Protection Laws    115

5.12       PATENT ANALYSIS        115

5.12.1    METHODOLOGY           115

5.12.2    PATENTS FILED, BY DOCUMENT TYPE 116

TABLE 17           PATENTS FILED, 2013–2023        116

5.12.3    INNOVATION AND PATENT APPLICATIONS      116

FIGURE 38         NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2013–2023              116

5.12.3.1 Top 10 applicants in big data market             117

FIGURE 39         TOP 10 APPLICANTS IN BIG DATA MARKET, 2013–2023  117

TABLE 18           TOP 20 PATENT OWNERS IN BIG DATA MARKET, 2013–2023              117

TABLE 19           LIST OF PATENTS GRANTED IN BIG DATA MARKET, 2023              118

FIGURE 40         REGIONAL ANALYSIS OF PATENTS GRANTED, 2013–2023              121

5.13       PRICING ANALYSIS        122

5.13.1    AVERAGE SELLING PRICE TRENDS OF KEY PLAYERS, BY SOFTWARE TYPE    123

FIGURE 41         AVERAGE SELLING PRICE TREND OF KEY PLAYERS: TOP THREE SOFTWARE TYPES (USD/YEAR) 123

TABLE 20           AVERAGE SELLING PRICE TREND OF KEY PLAYERS: TOP THREE SOFTWARE TYPES          123

5.13.2    INDICATIVE PRICING ANALYSIS, BY BIG DATA VENDORS           124

TABLE 21           INDICATIVE PRICING LEVELS OF BIG DATA SOLUTIONS              124

5.14       TRADE ANALYSIS          125

5.14.1    EXPORT SCENARIO OF COMPUTER SOFTWARE 125

FIGURE 42         COMPUTER SOFTWARE EXPORT, BY KEY COUNTRY, 2015–2022 (USD BILLION) 126

5.14.2    IMPORT SCENARIO OF COMPUTER SOFTWARE 126

FIGURE 43         COMPUTER SOFTWARE IMPORT, BY KEY COUNTRY, 2015–2022 (USD BILLION) 127

5.15       KEY CONFERENCES AND EVENTS          127

TABLE 22           BIG DATA MARKET: DETAILED LIST OF CONFERENCES & EVENTS, 2023–2024        127

5.16       PORTER’S FIVE FORCES ANALYSIS         128

TABLE 23           IMPACT OF PORTER’S FIVE FORCES ANALYSIS  129

FIGURE 44         PORTER’S FIVE FORCES ANALYSIS: BIG DATA MARKET 129

5.16.1    THREAT FROM NEW ENTRANTS             130

5.16.2    THREAT FROM SUBSTITUTES   130

5.16.3    BARGAINING POWER OF SUPPLIERS     130

5.16.4    BARGAINING POWER OF BUYERS           130

5.16.5    INTENSITY OF COMPETITION RIVALRY 131

5.17       BIG DATA TECHNOLOGY ROADMAP    131

FIGURE 45         BIG DATA TECHNOLOGY ROADMAP    131

5.18       BIG DATA BUSINESS MODELS   132

FIGURE 46         BIG DATA BUSINESS MODELS   132

5.18.1    SOFTWARE VENDOR MODEL    133

5.18.2    CONSULTING SERVICES MODEL            133

5.18.3    PLATFORM-AS-A-SERVICE MODEL        134

5.18.4    MANAGED SERVICES MODEL    134

5.18.5    BIG DATA-AS-A-SERVICE MODEL           135

5.19       TRENDS/DISRUPTIONS IMPACTING CUSTOMER’S BUSINESS     135

FIGURE 47         TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESS              135

5.20       KEY STAKEHOLDERS & BUYING CRITERIA          136

5.20.1    KEY STAKEHOLDERS IN BUYING PROCESS         136

FIGURE 48         INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS             136

TABLE 24           INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS             136

5.20.2    BUYING CRITERIA         137

FIGURE 49         KEY BUYING CRITERIA FOR TOP THREE VERTICALS     137

TABLE 25           KEY BUYING CRITERIA FOR TOP THREE VERTICALS     137

6            BIG DATA MARKET, BY OFFERING         138

6.1         INTRODUCTION            139

6.1.1      OFFERING: BIG DATA MARKET DRIVERS            139

FIGURE 50         BIG DATA SOFTWARE TO REGISTER HIGHER MARKET SHARE DURING FORECAST PERIOD     140

TABLE 26           BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION)              140

TABLE 27           BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION)              140

6.2         SOFTWARE MARKET, BY TYPE  141

FIGURE 51         BIG DATA ANALYTICS SOFTWARE TO BE LARGEST SOFTWARE SEGMENT BY VALUE IN 2023     141

TABLE 28           BIG DATA SOFTWARE MARKET, BY SOFTWARE TYPE, 2018–2022 (USD MILLION) 142

TABLE 29           BIG DATA SOFTWARE MARKET, BY SOFTWARE TYPE, 2023–2028 (USD MILLION) 142

6.2.1      BIG DATA ANALYTICS SOFTWARE         142

6.2.1.1   Analyzing and interpreting complex data structures with help of big data analytics software 142

TABLE 30           BIG DATA ANALYTICS SOFTWARE MARKET, BY REGION, 2018–2022 (USD MILLION)     143

TABLE 31           BIG DATA ANALYTICS SOFTWARE MARKET, BY REGION, 2023–2028 (USD MILLION)     143

6.2.1.2   Prescriptive Analytics Tools             143

6.2.1.3   Diagnostic Analytics Tools 143

6.2.1.4   Descriptive Analytics Tools             144

6.2.1.5   Predictive Analytics Tools 144

6.2.2      DATA MANAGEMENT SOFTWARE          145

6.2.2.1   Need to empower organizations by ensuring data quality, integrity, and security as cyber threats increase    145

TABLE 32           DATA MANAGEMENT SOFTWARE MARKET, BY REGION, 2018–2022 (USD MILLION)     145

TABLE 33           DATA MANAGEMENT SOFTWARE MARKET, BY REGION, 2023–2028 (USD MILLION)     146

6.2.2.2   Data Security Tools           146

6.2.2.3   Master Data Management Tools      146

6.2.2.4   Data Integration Tools      147

6.2.2.5   Data Migration Tools        147

6.2.2.6   Data Warehousing Tools   147

6.2.2.7   Data Governance Tools     148

6.2.2.8   Other Data Management Software  148

6.2.3      DATA MINING SOFTWARE         149

6.2.3.1   Uncovering valuable patterns, correlations, and trends hidden within large and complex datasets with data mining software   149

TABLE 34           DATA MINING SOFTWARE MARKET, BY REGION, 2018–2022 (USD MILLION) 149

TABLE 35           DATA MINING SOFTWARE MARKET, BY REGION, 2023–2028 (USD MILLION) 149

6.2.3.2   Data Classification Tools   150

6.2.3.3   Regression Tools 150

6.2.3.4   Clustering Tools  150

6.2.3.5   Association Rule Mining Tools        151

6.2.4      DATA VISUALIZATION SOFTWARE        151

6.2.4.1   Facilitating more informed decision-making within organizations by grasping patterns, trends, and outliers effectively         151

TABLE 36           DATA VISUALIZATION SOFTWARE MARKET, BY REGION, 2018–2022 (USD MILLION)     152

TABLE 37           DATA VISUALIZATION SOFTWARE MARKET, BY REGION, 2023–2028 (USD MILLION)     152

6.2.4.2   Static Data Visualization Tools        152

6.2.4.3   Interactive Data Visualization Tools 153

6.3         SOFTWARE MARKET, BY DEPLOYMENT MODE 153

TABLE 38           BIG DATA SOFTWARE MARKET, BY DEPLOYMENT MODE, 2018–2022 (USD MILLION)          153

TABLE 39           BIG DATA SOFTWARE MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)          154

6.3.1      CLOUD 154

6.3.1.1   Increase in organizational efficiency by providing on-demand computing power and storage          154

TABLE 40           CLOUD-BASED BIG DATA SOFTWARE MARKET, BY REGION, 2018–2022 (USD MILLION)          154

TABLE 41           CLOUD-BASED BIG DATA SOFTWARE MARKET, BY REGION, 2023–2028 (USD MILLION)          155

6.3.1.2   Public Cloud        155

6.3.1.3   Private Cloud      155

6.3.1.4   Hybrid Cloud       156

6.3.2      ON-PREMISES   156

6.3.2.1   Providing high level of control and customization to organizations with on-premise deployment          156

TABLE 42           ON-PREMISE BIG DATA SOFTWARE MARKET, BY REGION, 2018–2022 (USD MILLION)          157

TABLE 43           ON-PREMISE BIG DATA SOFTWARE MARKET, BY REGION, 2023–2028 (USD MILLION)          157

6.4         SERVICES          157

FIGURE 52         BIG DATA-AS-A-SERVICE SEGMENT TO REGISTER HIGHEST CAGR AMONG SERVICES DURING FORECAST PERIOD   158

TABLE 44           BIG DATA SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)          158

TABLE 45           BIG DATA SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)          159

6.4.1      BIG DATA CONSULTING SERVICES        159

6.4.1.1   Need for businesses to make informed decisions, optimize processes, and derive actionable intelligence from data assets          159

TABLE 46           BIG DATA CONSULTING SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION)     159

TABLE 47           BIG DATA CONSULTING SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION)     160

6.4.2      BIG DATA CLEANSING & SCRUBBING SERVICES 160

6.4.2.1   Need to enhance overall integrity of data, enabling organizations to extract meaningful insights and make informed decisions        160

TABLE 48           BIG DATA CLEANSING & SCRUBBING SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION)       160

TABLE 49           BIG DATA CLEANSING & SCRUBBING SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION)       161

6.4.3      BIG DATA STORAGE & PROCESSING SERVICES 161

6.4.3.1   Leveraging distributed computing frameworks and data processing engines to optimize processing data-intensive workloads 161

TABLE 50           BIG DATA STORAGE & PROCESSING SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION)       162

TABLE 51           BIG DATA STORAGE & PROCESSING SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION)       162

6.4.4      BIG DATA ANALYTICS & REPORTING SERVICES 162

6.4.4.1   Integration of big data analytics & reporting services for more informed and data-driven decisions   162

TABLE 52           BIG DATA ANALYTICS & REPORTING SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION)       163

TABLE 53           BIG DATA ANALYTICS & REPORTING SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION)       163

6.4.5      BIG DATA SECURITY SERVICES 163

6.4.5.1   Demand for greater compliance with regulatory standards to safeguard sensitive information and maintain trust of stakeholders            163

TABLE 54           BIG DATA SECURITY SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION) 164

TABLE 55           BIG DATA SECURITY SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 164

6.4.6      BIG DATA-AS-A-SERVICE           165

6.4.6.1   Fostering agility, innovation, and streamlined data management with help of big data-as-a-service 165

TABLE 56           BIG DATA-AS-A-SERVICE: BIG DATA MARKET, BY REGION, 2018–2022 (USD MILLION)          165

TABLE 57           BIG DATA-AS-A-SERVICE: BIG DATA MARKET, BY REGION, 2023–2028 (USD MILLION)          165

6.4.7      OTHER SERVICES          166

TABLE 58           OTHER BIG DATA SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION) 166

TABLE 59           OTHER BIG DATA SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 166

7            BIG DATA MARKET, BY BUSINESS FUNCTION    167

7.1         INTRODUCTION            168

7.1.1      BUSINESS FUNCTION: BIG DATA MARKET DRIVERS      168

FIGURE 53         MARKETING & SALES TO BE LEADING BUSINESS FUNCTION OF BIG DATA DURING FORECAST PERIOD        169

TABLE 60           BIG DATA MARKET, BY BUSINESS FUNCTION, 2018–2022 (USD MILLION)          169

TABLE 61           BIG DATA MARKET, BY BUSINESS FUNCTION, 2023–2028 (USD MILLION)          170

7.2         MARKETING & SALES    170

7.2.1      ABILITY TO NAVIGATE COMPLEX LANDSCAPE OF CUSTOMER ENGAGEMENT AND DRIVE EFFECTIVE MARKETING CAMPAIGNS           170

TABLE 62           BIG DATA MARKET FOR MARKETING & SALES, BY REGION, 2018–2022 (USD MILLION)          171

TABLE 63           BIG DATA MARKET FOR MARKETING & SALES, BY REGION, 2023–2028 (USD MILLION)          171

7.2.2      CUSTOMER SEGMENTATION    171

7.2.3      SOCIAL MEDIA MANAGEMENT 172

7.2.4      SALES FORECASTING   172

7.2.5      CUSTOMER JOURNEY MANAGEMENT   173

7.2.6      OTHER MARKETING & SALES FUNCTIONS         173

7.3         FINANCE & ACCOUNTING         174

7.3.1      EMPOWERING ORGANIZATIONS TO MAKE INFORMED FINANCIAL DECISIONS AND NAVIGATE COMPLEX ECONOMIC LANDSCAPES           174

TABLE 64          BIG DATA MARKET FOR FINANCE & ACCOUNTING, BY REGION, 2018–2022 (USD MILLION)          174

TABLE 65          BIG DATA MARKET FOR FINANCE & ACCOUNTING, BY REGION, 2023–2028 (USD MILLION)          175

7.3.2      FRAUD DETECTION      175

7.3.3      RISK MANAGEMENT     175

7.3.4      FINANCIAL FORECASTING        176

7.3.5      CREDIT SCORING          176

7.3.6      OTHER FINANCE & ACCOUNTING FUNCTIONS 177

7.4         OPERATIONS    177

7.4.1      LEVERAGING DATA ANALYTICS TO OPTIMIZE INVENTORY LEVELS, REDUCE CARRYING COSTS, AND ENHANCE SUPPLY CHAIN EFFICIENCY              177

TABLE 66           BIG DATA MARKET FOR OPERATIONS, BY REGION, 2018–2022 (USD MILLION) 178

TABLE 67           BIG DATA MARKET FOR OPERATIONS, BY REGION, 2023–2028 (USD MILLION) 178

7.4.2      IT INFRASTRUCTURE OPTIMIZATION  178

7.4.3      IT SERVICE MANAGEMENT       179

7.4.4      INCIDENT RESPONSE & RESOLUTION   179

7.4.5      INVENTORY MANAGEMENT     179

7.4.6      OTHER OPERATIONAL FUNCTIONS      180

7.5         HUMAN RESOURCES     180

7.5.1      HARNESSING POWER OF BIG DATA ANALYTICS TO CREATE WORK ENVIRONMENT THAT ATTRACTS, RETAINS, AND NURTURES TOP TALENT              180

TABLE 68           BIG DATA MARKET FOR HUMAN RESOURCES, BY REGION, 2018–2022 (USD MILLION)          181

TABLE 69           BIG DATA MARKET FOR HUMAN RESOURCES, BY REGION, 2023–2028 (USD MILLION)          181

7.5.2      TALENT ACQUISITION 182

7.5.3      EMPLOYEE ENGAGEMENT        182

7.5.4      WORKFORCE MANAGEMENT    183

7.5.5      PERFORMANCE MANAGEMENT             183

7.5.6      OTHER HUMAN RESOURCE FUNCTIONS            184

7.6         OTHER BUSINESS FUNCTIONS  184

TABLE 70           BIG DATA MARKET FOR OTHER BUSINESS FUNCTIONS, BY REGION, 2018–2022 (USD MILLION)       185

TABLE 71           BIG DATA MARKET FOR OTHER BUSINESS FUNCTIONS, BY REGION, 2023–2028 (USD MILLION)       185

8            BIG DATA MARKET, BY DATA TYPE       186

8.1         INTRODUCTION            187

8.1.1      DATA TYPE: BIG DATA MARKET DRIVERS          187

FIGURE 54         UNSTRUCTURED BIG DATA TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD   188

TABLE 72           BIG DATA MARKET, BY DATA TYPE, 2018–2022 (USD MILLION)              188

TABLE 73           BIG DATA MARKET, BY DATA TYPE, 2023–2028 (USD MILLION)              189

8.2         UNSTRUCTURED DATA             189

8.2.1      ORGANIZATIONS LEVERAGE UNSTRUCTURED DATA ANALYTICS TO UNLOCK DEEP INSIGHTS BEYOND CONVENTIONAL STRUCTURES        189

TABLE 74           UNSTRUCTURED BIG DATA MARKET, BY REGION, 2018–2022 (USD MILLION) 190

TABLE 75           UNSTRUCTURED BIG DATA MARKET, BY REGION, 2023–2028 (USD MILLION) 190

8.3         STRUCTURED DATA     190

8.3.1      OPTIMIZING OPERATIONS AND STRATEGIC PLANNING BY ESTABLISHING SOLID GROUNDS FOR INFORMED DECISIONS   190

TABLE 76           STRUCTURED BIG DATA MARKET, BY REGION, 2018–2022 (USD MILLION)          191

TABLE 77           STRUCTURED BIG DATA MARKET, BY REGION, 2023–2028 (USD MILLION)          192

8.4         SEMI-STRUCTURED DATA         192

8.4.1      ADAPTIVE NATURE OF SEMI-STRUCTURED DATA OFFERS AGILITY TO BUSINESSES IN DATA ANALYTICS AND REPORTING      192

TABLE 78           SEMI-STRUCTURED BIG DATA MARKET, BY REGION, 2018–2022 (USD MILLION) 193

TABLE 79           SEMI-STRUCTURED BIG DATA MARKET, BY REGION, 2023–2028 (USD MILLION) 193

9            BIG DATA MARKET, BY VERTICAL         194

9.1         INTRODUCTION            195

9.1.1      VERTICAL: BIG DATA MARKET DRIVERS            195

FIGURE 55         RETAIL & CONSUMER GOODS VERTICAL TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD    196

TABLE 80           BIG DATA MARKET, BY VERTICAL, 2018–2022 (USD MILLION)              197

TABLE 81           BIG DATA MARKET, BY VERTICAL, 2023–2028 (USD MILLION)              197

9.2         BFSI      198

9.2.1      ALGORITHMS TO ANALYZE MARKET TRENDS, OPTIMIZE TRADING STRATEGIES, AND MAKE INFORMED INVESTMENT DECISIONS 198

TABLE 82           BIG DATA MARKET IN BFSI VERTICAL, BY APPLICATION, 2018–2022 (USD MILLION)     198

TABLE 83           BIG DATA MARKET IN BFSI VERTICAL, BY APPLICATION, 2023–2028 (USD MILLION)     199

9.2.2      ALGORITHMIC TRADING & INVESTMENT ANALYSIS     199

TABLE 84           BIG DATA MARKET IN ALGORITHMIC TRADING & INVESTMENT ANALYSIS, BY REGION, 2018–2022 (USD MILLION)             199

TABLE 85           BIG DATA MARKET IN ALGORITHMIC TRADING & INVESTMENT ANALYSIS, BY REGION, 2023–2028 (USD MILLION)             200

9.2.3      CUSTOMER CHURN PREDICTION& RETENTION             200

TABLE 86           BIG DATA MARKET IN CUSTOMER CHURN PREDICTION & RETENTION, BY REGION, 2018–2022 (USD MILLION)      200

TABLE 87           BIG DATA MARKET IN CUSTOMER CHURN PREDICTION & RETENTION, BY REGION, 2023–2028 (USD MILLION)      201

9.2.4      CREDIT SCORING& RISK ASSESSMENT  201

TABLE 88           BIG DATA MARKET IN CREDIT SCORING & RISK ASSESSMENT, BY REGION, 2018–2022 (USD MILLION)  201

TABLE 89           BIG DATA MARKET IN CREDIT SCORING & RISK ASSESSMENT, BY REGION, 2023–2028 (USD MILLION)  202

9.2.5      FINANCIAL FRAUD DETECTION& PREVENTION             202

TABLE 90           BIG DATA MARKET IN FINANCIAL FRAUD DETECTION & PREVENTION, BY REGION, 2018–2022 (USD MILLION)    202

TABLE 91           BIG DATA MARKET IN FINANCIAL FRAUD DETECTION & PREVENTION, BY REGION, 2023–2028 (USD MILLION)    203

9.2.6      PERSONALIZED FINANCIAL PLANNING 203

TABLE 92           BIG DATA MARKET IN PERSONALIZED FINANCIAL PLANNING, BY REGION, 2018–2022 (USD MILLION)  203

TABLE 93           BIG DATA MARKET IN PERSONALIZED FINANCIAL PLANNING, BY REGION, 2023–2028 (USD MILLION)  204

9.2.7      OTHER BFSI APPLICATIONS      204

TABLE 94          BIG DATA MARKET IN OTHER BFSI APPLICATIONS, BY REGION, 2018–2022 (USD MILLION)          204

TABLE 95          BIG DATA MARKET IN OTHER BFSI APPLICATIONS, BY REGION, 2023–2028 (USD MILLION)          205

9.3         TELECOMMUNICATIONS          205

9.3.1      EMPOWERING PROVIDERS TO DELIVER EFFICIENT, RELIABLE, AND CUSTOMER-CENTRIC SERVICES WITH BIG DATA           205

TABLE 96           BIG DATA MARKET IN TELECOMMUNICATIONS VERTICAL, BY APPLICATION, 2018–2022 (USD MILLION)           206

TABLE 97           BIG DATA MARKET IN TELECOMMUNICATIONS VERTICAL, BY APPLICATION, 2023–2028 (USD MILLION)           206

9.3.2      NETWORK PERFORMANCE MONITORING          206

TABLE 98           BIG DATA MARKET IN NETWORK PERFORMANCE MONITORING, BY REGION, 2018–2022 (USD MILLION)   207

TABLE 99           BIG DATA MARKET IN NETWORK PERFORMANCE MONITORING, BY REGION, 2023–2028 (USD MILLION)   207

9.3.3      SUBSCRIBER MANAGEMENT     207

TABLE 100         BIG DATA MARKET IN SUBSCRIBER MANAGEMENT, BY REGION, 2018–2022 (USD MILLION)       208

TABLE 101         BIG DATA MARKET IN SUBSCRIBER MANAGEMENT, BY REGION, 2023–2028 (USD MILLION)       208

9.3.4      NETWORK INFRASTRUCTURE PREDICTIVE MAINTENANCE       209

TABLE 102         BIG DATA MARKET IN NETWORK INFRASTRUCTURE PREDICTIVE MAINTENANCE, BY REGION, 2018–2022 (USD MILLION)     209

TABLE 103         BIG DATA MARKET IN NETWORK INFRASTRUCTURE PREDICTIVE MAINTENANCE, BY REGION, 2023–2028 (USD MILLION)     209

9.3.5      TELECOM REVENUE ASSURANCE          210

TABLE 104         BIG DATA MARKET IN TELECOM REVENUE ASSURANCE, BY REGION, 2018–2022 (USD MILLION)       210

TABLE 105         BIG DATA MARKET IN TELECOM REVENUE ASSURANCE, BY REGION, 2023–2028 (USD MILLION)       210

9.3.6      NETWORK CAPACITY PLANNING           211

TABLE 106         BIG DATA MARKET IN NETWORK CAPACITY PLANNING, BY REGION, 2018–2022 (USD MILLION)       211

TABLE 107         BIG DATA MARKET IN NETWORK CAPACITY PLANNING, BY REGION, 2023–2028 (USD MILLION)       211

9.3.7      OTHER TELECOMMUNICATION APPLICATIONS            212

TABLE 108         BIG DATA MARKET IN OTHER TELECOMMUNICATION APPLICATIONS, BY REGION, 2018–2022 (USD MILLION) 212

TABLE 109         BIG DATA MARKET IN OTHER TELECOMMUNICATION APPLICATIONS, BY REGION, 2023–2028 (USD MILLION) 212

9.4         RETAIL & CONSUMER GOODS  213

9.4.1      DRIVING OPERATIONAL EFFICIENCY AND IMPROVING CUSTOMER EXPERIENCES   213

TABLE 110         BIG DATA MARKET IN RETAIL & CONSUMER GOODS VERTICAL, BY APPLICATION, 2018–2022 (USD MILLION)             214

TABLE 111         BIG DATA MARKET IN RETAIL & CONSUMER GOODS VERTICAL, BY APPLICATION, 2023–2028 (USD MILLION)             214

9.4.2      CUSTOMER SEGMENTATION & PERSONALIZATION      215

TABLE 112         BIG DATA MARKET IN CUSTOMER SEGMENTATION & PERSONALIZATION, BY REGION, 2018–2022 (USD MILLION)       215

TABLE 113         BIG DATA MARKET IN CUSTOMER SEGMENTATION & PERSONALIZATION, BY REGION, 2023–2028 (USD MILLION)       215

9.4.3      RETAIL INVENTORY MANAGEMENT     216

TABLE 114         BIG DATA MARKET IN RETAIL INVENTORY MANAGEMENT, BY REGION, 2018–2022 (USD MILLION)       216

TABLE 115         BIG DATA MARKET IN RETAIL INVENTORY MANAGEMENT, BY REGION, 2023–2028 (USD MILLION)       216

9.4.4      ECOMMERCE MANAGEMENT   217

TABLE 116         BIG DATA MARKET IN ECOMMERCE MANAGEMENT, BY REGION, 2018–2022 (USD MILLION)       217

TABLE 117         BIG DATA MARKET IN ECOMMERCE MANAGEMENT, BY REGION, 2023–2028 (USD MILLION)       217

9.4.5      PRICE OPTIMIZATION  218

TABLE 118         BIG DATA MARKET IN PRICE OPTIMIZATION, BY REGION, 2018–2022 (USD MILLION)          218

TABLE 119         BIG DATA MARKET IN PRICE OPTIMIZATION, BY REGION, 2023–2028 (USD MILLION)          218

9.4.6      POINT-OF-SALE MANAGEMENT             219

TABLE 120         BIG DATA MARKET IN POINT-OF-SALE MANAGEMENT, BY REGION, 2018–2022 (USD MILLION)       219

TABLE 121         BIG DATA MARKET IN POINT-OF-SALE MANAGEMENT, BY REGION, 2023–2028 (USD MILLION)       219

9.4.7      OTHER RETAIL & CONSUMER GOODS APPLICATIONS  220

TABLE 122         BIG DATA MARKET IN OTHER RETAIL & CONSUMER GOODS APPLICATIONS, BY REGION, 2018–2022 (USD MILLION) 220

TABLE 123         BIG DATA MARKET IN OTHER RETAIL & CONSUMER GOODS APPLICATIONS, BY REGION, 2023–2028 (USD MILLION) 220

9.5         HEALTHCARE & LIFE SCIENCES 221

9.5.1      PAVING WAY FOR DATA-DRIVEN PARADIGM TO PRIORITIZE PRECISION AND IMPROVED HEALTHCARE OUTCOMES 221

TABLE 124         BIG DATA MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY APPLICATION, 2018–2022 (USD MILLION)             221

TABLE 125         BIG DATA MARKET, BY HEALTHCARE & LIFE SCIENCES VERTICAL, 2023–2028 (USD MILLION)    222

9.5.2      CLINICAL DATA MANAGEMENT             222

TABLE 126         BIG DATA MARKET IN CLINICAL DATA MANAGEMENT, BY REGION, 2018–2022 (USD MILLION)       222

TABLE 127         BIG DATA MARKET IN CLINICAL DATA MANAGEMENT, BY REGION, 2023–2028 (USD MILLION)       223

9.5.3      PERSONALIZED TREATMENT   223

TABLE 128         BIG DATA MARKET IN PERSONALIZED TREATMENT, BY REGION, 2018–2022 (USD MILLION)       223

TABLE 129         BIG DATA MARKET IN PERSONALIZED TREATMENT, BY REGION, 2023–2028 (USD MILLION)       224

9.5.4      POPULATION HEALTH MANAGEMENT 224

TABLE 130         BIG DATA MARKET IN POPULATION HEALTH MANAGEMENT, BY REGION, 2018–2022 (USD MILLION)  224

TABLE 131         BIG DATA MARKET IN POPULATION HEALTH MANAGEMENT, BY REGION, 2023–2028 (USD MILLION)  225

9.5.5      DRUG DISCOVERY & DEVELOPMENT    225

TABLE 132         BIG DATA MARKET IN DRUG DISCOVERY & DEVELOPMENT, BY REGION, 2018–2022 (USD MILLION)  225

TABLE 133         BIG DATA MARKET IN DRUG DISCOVERY & DEVELOPMENT, BY REGION, 2023–2028 (USD MILLION)  226

9.5.6      PATIENT OUTCOME PREDICTION         226

TABLE 134         BIG DATA MARKET IN PATIENT OUTCOME PREDICTION, BY REGION, 2018–2022 (USD MILLION)       226

TABLE 135         BIG DATA MARKET IN PATIENT OUTCOME PREDICTION, BY REGION, 2023–2028 (USD MILLION)       227

9.5.7      OTHER HEALTHCARE & LIFE SCIENCE APPLICATIONS  227

TABLE 136         BIG DATA MARKET IN OTHER HEALTHCARE & LIFE SCIENCE APPLICATIONS, BY REGION, 2018–2022 (USD MILLION) 227

TABLE 137         BIG DATA MARKET IN OTHER HEALTHCARE & LIFE SCIENCE APPLICATIONS, BY REGION, 2023–2028 (USD MILLION) 228

9.6         GOVERNMENT & DEFENSE        228

9.6.1      ENHANCING VARIOUS ASPECTS OF GOVERNANCE, SECURITY, AND PUBLIC SERVICE WITH INTEGRATION OF BIG DATA     228

TABLE 138         BIG DATA MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY APPLICATION, 2018–2022 (USD MILLION)     229

TABLE 139         BIG DATA MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY APPLICATION, 2023–2028 (USD MILLION)     229

9.6.2      PREDICTIVE POLICING & CRIME PATTERN ANALYSIS   229

TABLE 140         BIG DATA MARKET ON PREDICTIVE POLICING & CRIME PATTERN ANALYSIS, BY REGION, 2018–2022 (USD MILLION)      230

TABLE 141         BIG DATA MARKET ON PREDICTIVE POLICING & CRIME PATTERN ANALYSIS, BY REGION, 2023–2028 (USD MILLION)      230

9.6.3      CYBERSECURITY & THREAT INTELLIGENCE      231

TABLE 142         BIG DATA MARKET IN CYBERSECURITY & THREAT INTELLIGENCE, BY REGION, 2018–2022 (USD MILLION) 231

TABLE 143         BIG DATA MARKET IN CYBERSECURITY & THREAT INTELLIGENCE, BY REGION, 2023–2028 (USD MILLION) 231

9.6.4      TAX & WELFARE MANAGEMENT            232

TABLE 144         BIG DATA MARKET IN TAX & WELFARE MANAGEMENT, BY REGION, 2018–2022 (USD MILLION)       232

TABLE 145         BIG DATA MARKET IN TAX & WELFARE MANAGEMENT, BY REGION, 2023–2028 (USD MILLION)       232

9.6.5      EMERGENCY RESPONSE OPTIMIZATION            233

TABLE 146        BIG DATA MARKET IN EMERGENCY RESPONSE OPTIMIZATION, BY REGION, 2018–2022 (USD MILLION)  233

TABLE 147        BIG DATA MARKET IN EMERGENCY RESPONSE OPTIMIZATION, BY REGION, 2023–2028 (USD MILLION)  233

9.6.6      RESOURCE ALLOCATION & PLANNING 234

TABLE 148         BIG DATA MARKET IN RESOURCE ALLOCATION & PLANNING, BY REGION, 2018–2022 (USD MILLION)  234

TABLE 149         BIG DATA MARKET IN RESOURCE ALLOCATION & PLANNING, BY REGION, 2023–2028 (USD MILLION)  234

9.6.7      OTHER GOVERNMENT & DEFENSE APPLICATIONS        235

TABLE 150         BIG DATA MARKET IN OTHER GOVERNMENT & DEFENSE APPLICATIONS, BY REGION, 2018–2022 (USD MILLION) 235

TABLE 151         BIG DATA MARKET IN OTHER GOVERNMENT & DEFENSE APPLICATIONS, BY REGION, 2023–2028 (USD MILLION) 235

9.7         AUTOMOTIVE  236

9.7.1      INTEGRATION OF CONNECTED VEHICLES AND TELEMATICS SYSTEMS           236

TABLE 152         BIG DATA MARKET IN AUTOMOTIVE VERTICAL, BY APPLICATION, 2018–2022 (USD MILLION)           236

TABLE 153         BIG DATA MARKET IN AUTOMOTIVE VERTICAL, BY APPLICATION, 2023–2028 (USD MILLION)           237

9.7.2      AUTONOMOUS VEHICLE DEVELOPMENT          237

TABLE 154         BIG DATA MARKET IN AUTONOMOUS VEHICLE DEVELOPMENT, BY REGION, 2018–2022 (USD MILLION) 238

TABLE 155         BIG DATA MARKET IN AUTONOMOUS VEHICLE DEVELOPMENT, BY REGION, 2023–2028 (USD MILLION) 238

9.7.3      CONNECTED CAR SERVICES     238

TABLE 156        BIG DATA MARKET IN CONNECTED CAR SERVICES, BY REGION, 2018–2022 (USD MILLION)          239

TABLE 157        BIG DATA MARKET IN CONNECTED CAR SERVICES, BY REGION, 2023–2028 (USD MILLION)          239

9.7.4      VEHICLE PREDICTIVE MAINTENANCE  239

TABLE 158         BIG DATA MARKET IN VEHICLE PREDICTIVE MAINTENANCE, BY REGION, 2018–2022 (USD MILLION)  240

TABLE 159         BIG DATA MARKET IN VEHICLE PREDICTIVE MAINTENANCE, BY REGION, 2023–2028 (USD MILLION)  240

9.7.5      TELEMATICS & USAGE-BASED INSURANCE        240

TABLE 160         BIG DATA MARKET IN TELEMATICS & USAGE-BASED INSURANCE, BY REGION, 2018–2022 (USD MILLION)       241

TABLE 161         BIG DATA MARKET IN TELEMATICS & USAGE-BASED INSURANCE, BY REGION, 2023–2028 (USD MILLION)       241

9.7.6      VEHICLE PRODUCTION OPTIMIZATION            241

TABLE 162        BIG DATA MARKET IN VEHICLE PRODUCTION OPTIMIZATION, BY REGION, 2018–2022 (USD MILLION)  242

TABLE 163        BIG DATA MARKET IN VEHICLE PRODUCTION OPTIMIZATION, BY REGION, 2023–2028 (USD MILLION)  242

9.7.7      OTHER AUTOMOTIVE APPLICATIONS  242

TABLE 164         BIG DATA MARKET IN OTHER AUTOMOTIVE APPLICATIONS, BY REGION, 2018–2022 (USD MILLION)  243

TABLE 165         BIG DATA MARKET IN OTHER AUTOMOTIVE APPLICATIONS, BY REGION, 2023–2028 (USD MILLION)  243

9.8         EDUCATION     243

9.8.1      BIG DATA-DRIVEN APPROACH TO ENHANCE STUDENT ENGAGEMENT AND IMPROVE ACADEMIC OUTCOMES 243

TABLE 166         BIG DATA MARKET IN EDUCATION VERTICAL, BY APPLICATION, 2018–2022 (USD MILLION)           244

TABLE 167         BIG DATA MARKET IN EDUCATION VERTICAL, BY APPLICATION, 2023–2028 (USD MILLION)           244

9.8.2      STUDENT PERFORMANCE MANAGEMENT         245

TABLE 168         BIG DATA MARKET IN STUDENT PERFORMANCE MANAGEMENT, BY REGION, 2018–2022 (USD MILLION) 245

TABLE 169         BIG DATA MARKET IN STUDENT PERFORMANCE MANAGEMENT, BY REGION, 2023–2028 (USD MILLION) 245

9.8.3      CUSTOMIZED COURSES & PERSONALIZED LEARNING  246

TABLE 170         BIG DATA MARKET IN CUSTOMIZED COURSES & PERSONALIZED LEARNING, BY REGION, 2018–2022 (USD MILLION)        246

TABLE 171         BIG DATA MARKET IN CUSTOMIZED COURSES & PERSONALIZED LEARNING, BY REGION, 2023–2028 (USD MILLION)        246

9.8.4      CONFLICT ANTICIPATION & BEHAVIOR DETECTION    247

TABLE 172         BIG DATA MARKET IN CONFLICT ANTICIPATION & BEHAVIOR DETECTION, BY REGION, 2018–2022 (USD MILLION)      247

TABLE 173         BIG DATA MARKET IN CONFLICT ANTICIPATION & BEHAVIOR DETECTION, BY REGION, 2023–2028 (USD MILLION)      247

9.8.5      ACADEMIC RESEARCH 248

TABLE 174         BIG DATA MARKET IN ACADEMIC RESEARCH, BY REGION, 2018–2022 (USD MILLION)          248

TABLE 175         BIG DATA MARKET IN ACADEMIC RESEARCH, BY REGION, 2023–2028 (USD MILLION)          248

9.8.6      ADAPTIVE TESTING & GRADING            249

TABLE 176         BIG DATA MARKET IN ADAPTIVE TESTING & GRADING, BY REGION, 2018–2022 (USD MILLION)       249

TABLE 177         BIG DATA MARKET IN ADAPTIVE TESTING & GRADING, BY REGION, 2023–2028 (USD MILLION)       250

9.8.7      OTHER EDUCATION APPLICATIONS     250

TABLE 178         BIG DATA MARKET IN OTHER EDUCATION APPLICATIONS, BY REGION, 2018–2022 (USD MILLION)       250

TABLE 179         BIG DATA MARKET IN OTHER EDUCATION APPLICATIONS, BY REGION, 2023–2028 (USD MILLION)       251

9.9         MANUFACTURING        251

9.9.1      IMPROVING MANUFACTURERS’ BILITY TO PREDICT EQUIPMENT FAILURES AND OPTIMIZE MAINTENANCE SCHEDULES 251

TABLE 180         BIG DATA MARKET IN MANUFACTURING VERTICAL, BY APPLICATION, 2018–2022 (USD MILLION)           252

TABLE 181         BIG DATA MARKET IN MANUFACTURING VERTICAL, BY APPLICATION, 2023–2028 (USD MILLION)           252

9.9.2      EQUIPMENT & MACHINERY PREDICTIVE MAINTENANCE          252

TABLE 182         BIG DATA MARKET IN EQUIPMENT & MACHINERY PREDICTIVE MAINTENANCE, BY REGION, 2018–2022 (USD MILLION)     253

TABLE 183         BIG DATA MARKET IN EQUIPMENT & MACHINERY PREDICTIVE MAINTENANCE, BY REGION, 2023–2028 (USD MILLION)     253

9.9.3      QUALITY CONTROL & DEFECT ANALYSIS          253

TABLE 184         BIG DATA MARKET IN QUALITY CONTROL & DEFECT ANALYSIS, BY REGION, 2018–2022 (USD MILLION)          254

TABLE 185         BIG DATA MARKET IN QUALITY CONTROL & DEFECT ANALYSIS, BY REGION, 2023–2028 (USD MILLION)          254

9.9.4      SMART MANUFACTURING         254

TABLE 186         BIG DATA MARKET IN SMART MANUFACTURING, BY REGION, 2018–2022 (USD MILLION)          255

TABLE 187         BIG DATA MARKET IN SMART MANUFACTURING, BY REGION, 2023–2028 (USD MILLION)          255

9.9.5      ENERGY MANAGEMENT & EFFICIENCY 255

TABLE 188         BIG DATA MARKET IN ENERGY MANAGEMENT & EFFICIENCY, BY REGION, 2018–2022 (USD MILLION)  256

TABLE 189         BIG DATA MARKET IN ENERGY MANAGEMENT & EFFICIENCY, BY REGION, 2023–2028 (USD MILLION)  256

9.9.6      PRODUCTION PROCESS OPTIMIZATION            256

TABLE 190        BIG DATA MARKET IN PRODUCTION PROCESS OPTIMIZATION, BY REGION, 2018–2022 (USD MILLION)  257

TABLE 191        BIG DATA MARKET IN PRODUCTION PROCESS OPTIMIZATION, BY REGION, 2023–2028 (USD MILLION)  257

9.9.7      OTHER MANUFACTURING APPLICATIONS        257

TABLE 192         BIG DATA MARKET IN OTHER MANUFACTURING APPLICATIONS, BY REGION, 2018–2022 (USD MILLION) 258

TABLE 193         BIG DATA MARKET IN OTHER MANUFACTURING APPLICATIONS, BY REGION, 2023–2028 (USD MILLION) 258

9.10       TRANSPORTATION & LOGISTICS           258

9.10.1    BENEFITS OF REAL-TIME ROUTE OPTIMIZATION AND REDUCED FUEL CONSUMPTION             258

TABLE 194         BIG DATA MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY APPLICATION, 2018–2022 (USD MILLION)             259

TABLE 195         BIG DATA MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY APPLICATION, 2023–2028 (USD MILLION)             259

9.10.2    ROUTE OPTIMIZATION & TRAFFIC MANAGEMENT       260

TABLE 196         BIG DATA MARKET IN ROUTE OPTIMIZATION & TRAFFIC MANAGEMENT, BY REGION, 2018–2022 (USD MILLION) 260

TABLE 197         BIG DATA MARKET IN ROUTE OPTIMIZATION & TRAFFIC MANAGEMENT, BY REGION, 2023–2028 (USD MILLION) 260

9.10.3    FLEET MANAGEMENT  261

TABLE 198         BIG DATA MARKET IN FLEET MANAGEMENT, BY REGION, 2018–2022 (USD MILLION)          261

TABLE 199         BIG DATA MARKET IN FLEET MANAGEMENT, BY REGION, 2023–2028 (USD MILLION)          261

9.10.4    VEHICLES & EQUIPMENT MAINTENANCE          262

TABLE 200         BIG DATA MARKET IN VEHICLES & EQUIPMENT MAINTENANCE, BY REGION, 2018–2022 (USD MILLION) 262

TABLE 201         BIG DATA MARKET IN VEHICLES & EQUIPMENT MAINTENANCE, BY REGION, 2023–2028 (USD MILLION) 262

9.10.5    SUPPLY CHAIN VISIBILITY         263

TABLE 202         BIG DATA MARKET IN SUPPLY CHAIN VISIBILITY, BY REGION, 2018–2022 (USD MILLION)          263

TABLE 203         BIG DATA MARKET IN SUPPLY CHAIN VISIBILITY, BY REGION, 2023–2028 (USD MILLION)          263

9.10.6    LOGISTICS & INVENTORY MANAGEMENT         264

TABLE 204         BIG DATA MARKET IN LOGISTICS & INVENTORY MANAGEMENT, BY REGION, 2018–2022 (USD MILLION) 264

TABLE 205         BIG DATA MARKET IN LOGISTICS & INVENTORY MANAGEMENT, BY REGION, 2023–2028 (USD MILLION) 264

9.10.7    OTHER TRANSPORTATION & LOGISTICS APPLICATIONS           265

TABLE 206         BIG DATA MARKET IN OTHER TRANSPORTATION & LOGISTICS APPLICATIONS, BY REGION, 2018–2022 (USD MILLION)        265

TABLE 207         BIG DATA MARKET IN OTHER TRANSPORTATION & LOGISTICS APPLICATIONS, BY REGION, 2023–2028 (USD MILLION)        265

9.11       OTHER VERTICALS       266

TABLE 208         BIG DATA MARKET IN OTHER VERTICALS, BY REGION, 2018–2022 (USD MILLION)     266

TABLE 209         BIG DATA MARKET IN OTHER VERTICALS, BY REGION, 2023–2028 (USD MILLION)     266

10          BIG DATA MARKET, BY REGION             267

10.1       INTRODUCTION            268

FIGURE 56         ASIA PACIFIC TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD       268

FIGURE 57         SINGAPORE TO REGISTER HIGHEST GROWTH DURING FORECAST PERIOD       269

TABLE 210         BIG DATA MARKET, BY REGION, 2018–2022 (USD MILLION)              269

TABLE 211         BIG DATA MARKET, BY REGION, 2023–2028 (USD MILLION)              269

10.2       NORTH AMERICA          270

10.2.1    NORTH AMERICA: BIG DATA MARKET DRIVERS             270

10.2.2    NORTH AMERICA: RECESSION IMPACT 271

FIGURE 58         NORTH AMERICA: BIG DATA MARKET SNAPSHOT         272

TABLE 212         NORTH AMERICA: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION)     272

TABLE 213         NORTH AMERICA: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION)     273

TABLE 214         NORTH AMERICA: BIG DATA MARKET, BY SOFTWARE TYPE, 2018–2022 (USD MILLION)          273

TABLE 215         NORTH AMERICA: BIG DATA MARKET, BY SOFTWARE TYPE, 2023–2028 (USD MILLION)          273

TABLE 216         NORTH AMERICA: BIG DATA SOFTWARE MARKET, BY DEPLOYMENT MODE, 2018–2022 (USD MILLION)            273

TABLE 217         NORTH AMERICA: BIG DATA SOFTWARE MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)            274

TABLE 218         NORTH AMERICA: BIG DATA MARKET, BY SERVICE, 2018–2022 (USD MILLION) 274

TABLE 219         NORTH AMERICA: BIG DATA MARKET, BY SERVICE, 2023–2028 (USD MILLION) 274

TABLE 220         NORTH AMERICA: BIG DATA MARKET, BY BUSINESS FUNCTION, 2018–2022 (USD MILLION)  275

TABLE 221         NORTH AMERICA: BIG DATA MARKET, BY BUSINESS FUNCTION, 2023–2028 (USD MILLION)  275

TABLE 222         NORTH AMERICA: BIG DATA MARKET, BY DATA TYPE, 2018–2022 (USD MILLION)     275

TABLE 223         NORTH AMERICA: BIG DATA MARKET, BY DATA TYPE, 2023–2028 (USD MILLION)     276

TABLE 224         NORTH AMERICA: BIG DATA MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 276

TABLE 225         NORTH AMERICA: BIG DATA MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 276

TABLE 226         NORTH AMERICA: BIG DATA MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 277

TABLE 227         NORTH AMERICA: BIG DATA MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 277

10.2.3    US         277

10.2.3.1 Government initiatives and investments in digital infrastructure to contribute to expansion of big data         277

TABLE 228         US: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION)          278

TABLE 229         US: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION)          278

10.2.4    CANADA            278

10.2.4.1 Integration of IoT to expand scope of data analytics     278

TABLE 230         CANADA: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION)          279

TABLE 231         CANADA: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION)          279

10.3       EUROPE             279

10.3.1    EUROPE: BIG DATA MARKET DRIVERS  280

10.3.2    EUROPE: RECESSION IMPACT   280

TABLE 232         EUROPE: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION)          281

TABLE 233         EUROPE: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION)          281

TABLE 234         EUROPE: BIG DATA MARKET, BY SOFTWARE TYPE, 2018–2022 (USD MILLION) 281

TABLE 235         EUROPE: BIG DATA MARKET, BY SOFTWARE TYPE, 2023–2028 (USD MILLION) 281

TABLE 236         EUROPE: BIG DATA SOFTWARE MARKET, BY DEPLOYMENT MODE, 2018–2022 (USD MILLION)          282

TABLE 237         EUROPE: BIG DATA SOFTWARE MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)          282

TABLE 238         EUROPE: BIG DATA MARKET, BY SERVICE, 2018–2022 (USD MILLION)          282

TABLE 239         EUROPE: BIG DATA MARKET, BY SERVICE, 2023–2028 (USD MILLION)          283

TABLE 240         EUROPE: BIG DATA MARKET, BY BUSINESS FUNCTION, 2018–2022 (USD MILLION)     283

TABLE 241         EUROPE: BIG DATA MARKET, BY BUSINESS FUNCTION, 2023–2028 (USD MILLION)     283

TABLE 242         EUROPE: BIG DATA MARKET, BY DATA TYPE, 2018–2022 (USD MILLION)          284

TABLE 243         EUROPE: BIG DATA MARKET, BY DATA TYPE, 2023–2028 (USD MILLION)          284

TABLE 244         EUROPE: BIG DATA MARKET, BY VERTICAL, 2018–2022 (USD MILLION)          284

TABLE 245         EUROPE: BIG DATA MARKET, BY VERTICAL, 2023–2028 (USD MILLION)          285

TABLE 246         EUROPE: BIG DATA MARKET, BY COUNTRY, 2018–2022 (USD MILLION)          285

TABLE 247         EUROPE: BIG DATA MARKET, BY COUNTRY, 2023–2028 (USD MILLION)          285

10.3.3    UK         286

10.3.3.1 Need to gain actionable insights into consumer behavior, enhance marketing strategies, and streamline operations to boost growth   286

TABLE 248         UK: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION)          286

TABLE 249         UK: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION)          286

10.3.4    GERMANY         287

10.3.4.1 Evolving big data landscape driven by focus on Industry 4.0, AI adoption, and data privacy to spur market growth          287

TABLE 250         GERMANY: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION)          287

TABLE 251         GERMANY: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION)          287

10.3.5    FRANCE             288

10.3.5.1 Rise in adoption of cloud technology for efficient data storage, processing, scalability, and cost efficiency to fuel market growth    288

TABLE 252         FRANCE: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION)          288

TABLE 253         FRANCE: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION)          288

10.3.6    ITALY   289

10.3.6.1 Focus on incorporating AI and ML into big data offerings to boost demand for big data services        289

TABLE 254         ITALY: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION)          289

TABLE 255         ITALY: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION)          289

10.3.7    SPAIN   290

10.3.7.1 Emphasis on fostering innovation with real-time data processing and analysis with help of big data solutions to increase market penetration           290

TABLE 256         SPAIN: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION)          290

TABLE 257         SPAIN: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION)          290

10.3.8    REST OF EUROPE           291

TABLE 258         REST OF EUROPE: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION) 291

TABLE 259         REST OF EUROPE: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION) 291

10.4       ASIA PACIFIC    292

10.4.1    ASIA PACIFIC: BIG DATA MARKET DRIVERS       292

10.4.2    ASIA PACIFIC: RECESSION IMPACT        293

FIGURE 59         ASIA PACIFIC: BIG DATA MARKET SNAPSHOT   294

TABLE 260         ASIA PACIFIC: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION) 294

TABLE 261         ASIA PACIFIC: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION) 295

TABLE 262         ASIA PACIFIC: BIG DATA MARKET, BY SOFTWARE TYPE, 2018–2022 (USD MILLION)     295

TABLE 263         ASIA PACIFIC: BIG DATA MARKET, BY SOFTWARE TYPE, 2023–2028 (USD MILLION)     295

TABLE 264         ASIA PACIFIC: BIG DATA SOFTWARE MARKET, BY DEPLOYMENT MODE, 2018–2022 (USD MILLION)            295

TABLE 265         ASIA PACIFIC: BIG DATA SOFTWARE MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)            296

TABLE 266         ASIA PACIFIC: BIG DATA MARKET, BY SERVICE, 2018–2022 (USD MILLION)          296

TABLE 267         ASIA PACIFIC: BIG DATA MARKET, BY SERVICE, 2023–2028 (USD MILLION)          296

TABLE 268         ASIA PACIFIC: BIG DATA MARKET, BY BUSINESS FUNCTION, 2018–2022 (USD MILLION)          297

TABLE 269         ASIA PACIFIC: BIG DATA MARKET, BY BUSINESS FUNCTION, 2023–2028 (USD MILLION)          297

TABLE 270         ASIA PACIFIC: BIG DATA MARKET, BY DATA TYPE, 2018–2022 (USD MILLION) 297

TABLE 271         ASIA PACIFIC: BIG DATA MARKET, BY DATA TYPE, 2023–2028 (USD MILLION) 297

TABLE 272         ASIA PACIFIC: BIG DATA MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 298

TABLE 273         ASIA PACIFIC: BIG DATA MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 298

TABLE 274         ASIA PACIFIC: BIG DATA MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 299

TABLE 275         ASIA PACIFIC: BIG DATA MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 299

10.4.3    CHINA  299

10.4.3.1 Government initiatives and technological advancements to drive market growth              299

TABLE 276         CHINA: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION)          300

TABLE 277         CHINA: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION)          300

10.4.4    INDIA   300

10.4.4.1 Synergy of AI-powered big data analytics to drive wave of innovation across industries             300

TABLE 278         INDIA: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION)          301

TABLE 279         INDIA: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION)          301

10.4.5    JAPAN  301

10.4.5.1 Proactive initiatives by government to harness big data for informed policy decisions to drive popularity            301

TABLE 280         JAPAN: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION)          302

TABLE 281         JAPAN: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION)          302

10.4.6    SOUTH KOREA 303

10.4.6.1 Unwavering commitment to innovation, strong government support, and a tech-driven approach to drive market       303

TABLE 282         SOUTH KOREA: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION) 303

TABLE 283         SOUTH KOREA: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION) 303

10.4.7    SINGAPORE      304

10.4.7.1 Strategic integration of data analytics into various sectors to propel growth              304

TABLE 284         SINGAPORE: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION) 304

TABLE 285         SINGAPORE: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION) 304

10.4.8    AUSTRALIA & NEW ZEALAND   305

10.4.8.1 Need for harnessing full potential of big data for economic and societal benefit to spur market demand          305

TABLE 286         AUSTRALIA & NEW ZEALAND: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION)   305

TABLE 287         AUSTRALIA & NEW ZEALAND: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION)   305

10.4.9    REST OF ASIA PACIFIC  306

TABLE 288         REST OF ASIA PACIFIC: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION)          306

TABLE 289         REST OF ASIA PACIFIC: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION)          306

10.5       MIDDLE EAST & AFRICA             307

10.5.1    MIDDLE EAST & AFRICA: BIG DATA MARKET DRIVERS  307

10.5.2    MIDDLE EAST & AFRICA: RECESSION IMPACT   308

TABLE 290         MIDDLE EAST & AFRICA: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION)          308

TABLE 291         MIDDLE EAST & AFRICA: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION)          308

TABLE 292         MIDDLE EAST & AFRICA: BIG DATA MARKET, BY SOFTWARE TYPE, 2018–2022 (USD MILLION)             308

TABLE 293         MIDDLE EAST & AFRICA: BIG DATA MARKET, BY SOFTWARE TYPE, 2023–2028 (USD MILLION)             309

TABLE 294         MIDDLE EAST & AFRICA: BIG DATA SOFTWARE MARKET, BY DEPLOYMENT MODE, 2018–2022 (USD MILLION)            309

TABLE 295         MIDDLE EAST & AFRICA: BIG DATA SOFTWARE MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)            309

TABLE 296         MIDDLE EAST & AFRICA: BIG DATA MARKET, BY SERVICE, 2018–2022 (USD MILLION)          310

TABLE 297         MIDDLE EAST & AFRICA: BIG DATA MARKET, BY SERVICE, 2023–2028 (USD MILLION)          310

TABLE 298         MIDDLE EAST & AFRICA: BIG DATA MARKET, BY BUSINESS FUNCTION, 2018–2022 (USD MILLION)  310

TABLE 299         MIDDLE EAST & AFRICA: BIG DATA MARKET, BY BUSINESS FUNCTION, 2023–2028 (USD MILLION)  311

TABLE 300         MIDDLE EAST & AFRICA: BIG DATA MARKET, BY DATA TYPE, 2018–2022 (USD MILLION)          311

TABLE 301         MIDDLE EAST & AFRICA: BIG DATA MARKET, BY DATA TYPE, 2023–2028 (USD MILLION)          311

TABLE 302         MIDDLE EAST & AFRICA: BIG DATA MARKET, BY VERTICAL, 2018–2022 (USD MILLION)          312

TABLE 303         MIDDLE EAST & AFRICA: BIG DATA MARKET, BY VERTICAL, 2023–2028 (USD MILLION)          312

TABLE 304         MIDDLE EAST & AFRICA: BIG DATA MARKET, BY COUNTRY/REGION, 2018–2022 (USD MILLION) 313

TABLE 305         MIDDLE EAST & AFRICA: BIG DATA MARKET, BY COUNTRY/REGION, 2023–2028 (USD MILLION) 313

10.5.3    GCC      313

10.5.3.1 With focus on economic diversification and digital transformation, GCC to foster widespread adoption of big data analytics      313

TABLE 306         GCC: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION)          314

TABLE 307         GCC: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION)          314

10.5.4    EGYPT 315

10.5.4.1 Government initiatives and increasing technology investments by organizations to leverage big data analytics  315

TABLE 308         EGYPT: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION)          315

TABLE 309         EGYPT: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION)          316

10.5.5    SOUTH AFRICA 316

10.5.5.1 Adoption of data-driven strategies by business houses to gain market share              316

TABLE 310         SOUTH AFRICA: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION) 317

TABLE 311         SOUTH AFRICA: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION) 317

10.5.6    TURKEY             317

10.5.6.1 Strategic government initiatives and sharp growth in adoption of analytics to boost market across sectors         317

TABLE 312         TURKEY: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION)          318

TABLE 313         TURKEY: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION)          318

10.5.7    REST OF MIDDLE EAST & AFRICA           318

TABLE 314         REST OF MIDDLE EAST & AFRICA: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION)   319

TABLE 315         REST OF MIDDLE EAST & AFRICA: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION)   319

10.6       LATIN AMERICA             319

10.6.1    LATIN AMERICA: BIG DATA MARKET DRIVERS  320

10.6.2    LATIN AMERICA: RECESSION IMPACT   320

TABLE 316         LATIN AMERICA: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION) 321

TABLE 317         LATIN AMERICA: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION) 321

TABLE 318         LATIN AMERICA: BIG DATA MARKET, BY SOFTWARE TYPE, 2018–2022 (USD MILLION)          321

TABLE 319         LATIN AMERICA: BIG DATA MARKET, BY SOFTWARE TYPE, 2023–2028 (USD MILLION)          321

TABLE 320         LATIN AMERICA: BIG DATA SOFTWARE MARKET, BY DEPLOYMENT MODE, 2018–2022 (USD MILLION)            322

TABLE 321         LATIN AMERICA: BIG DATA SOFTWARE MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)            322

TABLE 322         LATIN AMERICA: BIG DATA MARKET, BY SERVICE, 2018–2022 (USD MILLION) 322

TABLE 323         LATIN AMERICA: BIG DATA MARKET, BY SERVICE, 2023–2028 (USD MILLION) 323

TABLE 324         LATIN AMERICA: BIG DATA MARKET, BY BUSINESS FUNCTION, 2018–2022 (USD MILLION)          323

TABLE 325         LATIN AMERICA: BIG DATA MARKET, BY BUSINESS FUNCTION, 2023–2028 (USD MILLION)          323

TABLE 326         LATIN AMERICA: BIG DATA MARKET, BY DATA TYPE, 2018–2022 (USD MILLION) 324

TABLE 327         LATIN AMERICA: BIG DATA MARKET, BY DATA TYPE, 2023–2028 (USD MILLION) 324

TABLE 328         LATIN AMERICA: BIG DATA MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 324

TABLE 329         LATIN AMERICA: BIG DATA MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 325

TABLE 330         LATIN AMERICA: BIG DATA MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 325

TABLE 331         LATIN AMERICA: BIG DATA MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 325

10.6.3    BRAZIL 326

10.6.3.1 Robust digital transformation ecosystem driven by government’s aim to harness big data analytics to drive growth     326

TABLE 332         BRAZIL: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION)          326

TABLE 333         BRAZIL: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION)          326

10.6.4    MEXICO             327

10.6.4.1 Growth of big data market to be marked by growing recognition of big data analytics across telecom and finance sectors   327

TABLE 334         MEXICO: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION)          327

TABLE 335         MEXICO: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION)          328

10.6.5    ARGENTINA      328

10.6.5.1 Evolving tech startup landscape and penetration of big data in agritech space to propel growth      328

TABLE 336         ARGENTINA: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION) 329

TABLE 337         ARGENTINA: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION) 329

10.6.6    REST OF LATIN AMERICA          329

TABLE 338         REST OF LATIN AMERICA: BIG DATA MARKET, BY OFFERING, 2018–2022 (USD MILLION)          330

TABLE 339         REST OF LATIN AMERICA: BIG DATA MARKET, BY OFFERING, 2023–2028 (USD MILLION)          330

11          COMPETITIVE LANDSCAPE       331

11.1       OVERVIEW        331

11.2       KEY PLAYER STRATEGIES          331

TABLE 340         OVERVIEW OF STRATEGIES ADOPTED BY KEY BIG DATA VENDORS          331

11.3       REVENUE ANALYSIS      333

FIGURE 60         BUSINESS SEGMENT REVENUE ANALYSIS FOR KEY PLAYERS              334

11.4       MARKET SHARE ANALYSIS         335

FIGURE 61         MARKET SHARE ANALYSIS FOR KEY PLAYERS, 2022        335

TABLE 341         BIG DATA MARKET: DEGREE OF COMPETITION             335

11.5       BRAND/PRODUCT COMPARATIVE ANALYSIS    339

11.5.1    BRAND/PRODUCT COMPARATIVE ANALYSIS, BY BIG DATA ANALYTICS SOFTWARE 339

FIGURE 62         BRAND/PRODUCT COMPARATIVE ANALYSIS, BY BIG DATA ANALYTICS SOFTWARE 339

11.5.1.1 Alteryx  339

11.5.1.2 AWS      339

11.5.1.3 Google  339

11.5.1.4 TIBCO Software 340

11.5.2    BRAND/PRODUCT COMPARATIVE ANALYSIS, BY DATA MANAGEMENT SOFTWARE       340

FIGURE 63         BRAND/PRODUCT COMPARATIVE ANALYSIS, BY DATA MANAGEMENT SOFTWARE       340

11.5.2.1 Teradata 340

11.5.2.2 SAP       340

11.5.2.3 Cloudera             341

11.5.2.4 Informatica          341

11.5.3    BRAND/PRODUCT COMPARATIVE ANALYSIS, BY DATA MINING SOFTWARE       341

FIGURE 64         BRAND/PRODUCT COMPARATIVE ANALYSIS, BY DATA MINING SOFTWARE      341

11.5.3.1 IBM       341

11.5.3.2 Oracle   341

11.5.3.3 Microsoft             342

11.5.3.4 SAS Institute        342

11.6       VALUATION AND FINANCIAL METRICS OF KEY VENDORS          342

FIGURE 65         VALUATION AND FINANCIAL METRICS OF KEY VENDORS              342

FIGURE 66         YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS 343

11.7       COMPANY EVALUATION MATRIX: KEY PLAYERS            343

11.7.1    STARS  343

11.7.2    EMERGING LEADERS    343

11.7.3    PERVASIVE PLAYERS     344

11.7.4    PARTICIPANTS 344

FIGURE 67         BIG DATA MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2022 344

11.7.5    COMPANY FOOTPRINT: KEY PLAYERS  345

TABLE 342         PRODUCT FOOTPRINT: KEY PLAYERS (19 COMPANIES) 345

TABLE 343         VERTICAL FOOTPRINT: KEY PLAYERS (19 COMPANIES) 346

TABLE 344         REGIONAL FOOTPRINT: KEY PLAYERS (19 COMPANIES)              347

TABLE 345         COMPANY FOOTPRINT: KEY PLAYERS (19 COMPANIES)              348

11.8       COMPANY EVALUATION MATRIX: STARTUPS/SMES      348

11.8.1    PROGRESSIVE COMPANIES       349

11.8.2    RESPONSIVE COMPANIES          349

11.8.3    DYNAMIC COMPANIES 349

11.8.4    STARTING BLOCKS       349

FIGURE 68         BIG DATA MARKET: COMPANY EVALUATION MATRIX (STARTUPS/SMES), 2022             350

11.8.5    COMPETITIVE BENCHMARKING: STARTUPS/SMES        351

TABLE 346         BIG DATA MARKET: DETAILED LIST OF STARTUPS/SMES              351

TABLE 347         BIG DATA MARKET: COMPETITIVE BENCHMARKING OF STARTUPS/SMES           352

11.9       COMPETITIVE SCENARIO AND TRENDS             353

11.9.1    PRODUCT LAUNCHES AND ENHANCEMENTS   353

TABLE 348         BIG DATA MARKET: PRODUCT LAUNCHES AND ENHANCEMENTS, JANUARY 2020– NOVEMBER 2023       353

11.9.2    DEALS  361

TABLE 349         BIG DATA MARKET: DEALS, JANUARY 2020–NOVEMBER 2023              361

12          COMPANY PROFILES    374

12.1       INTRODUCTION            374

12.2       KEY PLAYERS   374

(Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View)*

12.2.1    IBM       374

TABLE 350         IBM: BUSINESS OVERVIEW         374

FIGURE 69         IBM: COMPANY SNAPSHOT       375

TABLE 351         IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED        375

TABLE 352         IBM: PRODUCT LAUNCHES AND ENHANCEMENTS        377

TABLE 353         IBM: DEALS       379

12.2.2    ORACLE             381

TABLE 354         ORACLE: BUSINESS OVERVIEW 381

FIGURE 70         ORACLE: COMPANY SNAPSHOT             382

TABLE 355         ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 382

TABLE 356         ORACLE: PRODUCT LAUNCHES AND ENHANCEMENTS 384

TABLE 357         ORACLE: DEALS             385

12.2.3    MICROSOFT      387

TABLE 358         MICROSOFT: BUSINESS OVERVIEW       387

FIGURE 71         MICROSOFT: COMPANY SNAPSHOT      388

TABLE 359         MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED              388

TABLE 360         MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS              390

TABLE 361         MICROSOFT: DEALS      392

12.2.4    SAP       395

TABLE 362         SAP: BUSINESS OVERVIEW         395

FIGURE 72         SAP: COMPANY SNAPSHOT       396

TABLE 363         SAP: PRODUCTS/SOLUTIONS/SERVICES OFFERED        396

TABLE 364         SAP: PRODUCT LAUNCHES AND ENHANCEMENTS        398

TABLE 365         SAP: DEALS       399

12.2.5    SAS INSTITUTE 402

TABLE 366         SAS INSTITUTE: BUSINESS OVERVIEW  402

TABLE 367         SAS INSTITUTE: PRODUCTS/SOLUTIONS/SERVICES OFFERED              403

TABLE 368         SAS INSTITUTE: PRODUCT LAUNCHES AND ENHANCEMENTS              404

TABLE 369         SAS INSTITUTE: DEALS 405

12.2.6    SALESFORCE    407

TABLE 370         SALESFORCE: BUSINESS OVERVIEW      407

FIGURE 73         SALESFORCE: COMPANY SNAPSHOT     408

TABLE 371         SALESFORCE: PRODUCTS/SOLUTIONS/SERVICES OFFERED              408

TABLE 372         SALESFORCE: PRODUCT LAUNCHES AND ENHANCEMENTS              409

TABLE 373         SALESFORCE: DEALS    410

12.2.7    AWS      411

TABLE 374         AWS: BUSINESS OVERVIEW        411

FIGURE 74         AWS: COMPANY SNAPSHOT      412

TABLE 375         AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED       412

TABLE 376         AWS: PRODUCT LAUNCHES AND ENHANCEMENTS       414

TABLE 377         AWS: DEALS      415

12.2.8    TERADATA       417

TABLE 378         TERADATA: BUSINESS OVERVIEW         417

FIGURE 75         TERADATA: COMPANY SNAPSHOT        418

TABLE 379         TERADATA: PRODUCTS/SOLUTIONS/SERVICES OFFERED              418

TABLE 380         TERADATA: PRODUCT LAUNCHES AND ENHANCEMENTS              419

TABLE 381         TERADATA: DEALS        420

12.2.9    GOOGLE           422

TABLE 382         GOOGLE: BUSINESS OVERVIEW 422

FIGURE 76         GOOGLE: COMPANY SNAPSHOT            423

TABLE 383         GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED              423

TABLE 384         GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS              425

TABLE 385         GOOGLE: DEALS            426

12.2.10  ACCENTURE     428

TABLE 386         ACCENTURE: BUSINESS OVERVIEW       428

FIGURE 77         ACCENTURE: COMPANY SNAPSHOT     429

TABLE 387         ACCENTURE: PRODUCTS/SOLUTIONS/SERVICES OFFERED              429

TABLE 388         ACCENTURE: PRODUCT LAUNCHES AND ENHANCEMENTS              430

TABLE 389         ACCENTURE: DEALS     430

12.2.11  HPE      433

TABLE 390         HPE: BUSINESS OVERVIEW        433

FIGURE 78         HPE: COMPANY SNAPSHOT      434

TABLE 391         HPE: PRODUCTS/SOLUTIONS/SERVICES OFFERED        434

TABLE 392         HPE: PRODUCT LAUNCHES AND ENHANCEMENTS        436

TABLE 393         HPE: DEALS      437

12.2.12  ALTERYX           439

12.2.13  CLOUDERA       440

12.2.14  TIBCO SOFTWARE         441

12.2.15  INFORMATICA 442

12.2.16  WIPRO 443

12.2.17  QLIK     444

12.2.18  SPLUNK             445

12.2.19  VMWARE           446

*Details on Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View might not be captured in case of unlisted companies.

12.3       STARTUP/SME PROFILES           447

12.3.1    ATACCAMA      447

12.3.2    SISENSE             448

12.3.3    IMPLY  449

12.3.4    CENTERFIELD  450

12.3.5    DATAPINE        451

12.3.6    FUSIONEX         452

12.3.7    BIGPANDA        453

12.3.8    BIGEYE 454

12.3.9    RIVERY 455

12.3.10  CARDAGRAPH  456

12.3.11  SYNCARI            456

12.3.12  FIREBOLT         457

12.3.13  VALUECODERS 458

12.3.14  HAPPIEST MINDS TECHNOLOGIES        459

12.3.15  DIGITAL GUARDIAN     460

12.3.16  CENTRIC CONSULTING              461

13          ADJACENT AND RELATED MARKETS     462

13.1       INTRODUCTION            462

13.2       BIG DATA SECURITY MARKET – GLOBAL FORECAST TO 2026     462

13.2.1    MARKET DEFINITION   462

13.2.2    MARKET OVERVIEW     462

13.2.2.1 Big data security market, by component         462

TABLE 394         BIG DATA SECURITY MARKET, BY COMPONENT, 2014–2019 (USD MILLION) 462

TABLE 395         BIG DATA SECURITY MARKET, BY COMPONENT, 2020–2026 (USD MILLION) 463

13.2.2.2 Big data security market, by software             463

TABLE 396         BIG DATA SECURITY MARKET, BY SOFTWARE, 2014–2019 (USD MILLION)          463

TABLE 397         BIG DATA SECURITY MARKET, BY SOFTWARE, 2020–2026 (USD MILLION)          464

13.2.2.3 Big data security market, by deployment mode            464

TABLE 398         BIG DATA SECURITY MARKET, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)     464

TABLE 399         BIG DATA SECURITY MARKET, BY DEPLOYMENT MODE, 2020–2026 (USD MILLION)     464

13.2.2.4 Big data security market, by organization size 465

TABLE 400         BIG DATA SECURITY MARKET, BY ORGANIZATION SIZE, 2014–2019 (USD MILLION)     465

TABLE 401         BIG DATA SECURITY MARKET, BY ORGANIZATION SIZE, 2020–2026 (USD MILLION)     465

13.2.2.5 Big data security market, by vertical 465

TABLE 402         BIG DATA SECURITY MARKET, BY VERTICAL, 2014–2019 (USD MILLION)          466

TABLE 403         BIG DATA SECURITY MARKET, BY VERTICAL, 2020–2026 (USD MILLION)          466

13.2.2.6 Big data security market, by region  466

TABLE 404         BIG DATA SECURITY MARKET, BY REGION, 2014–2019 (USD MILLION)          467

TABLE 405         BIG DATA SECURITY MARKET, BY REGION, 2020–2026 (USD MILLION)          467

13.3       HADOOP BIG DATA ANALYTICS MARKET – GLOBAL FORECAST TO 2025      467

13.3.1    MARKET DEFINITION   467

13.3.2    MARKET OVERVIEW     467

13.3.2.1 Hadoop big data analytics market, by component         468

TABLE 406         HADOOP BIG DATA ANALYTICS MARKET, BY COMPONENT, 2014–2019 (USD MILLION)          468

TABLE 407         HADOOP BIG DATA ANALYTICS MARKET, BY COMPONENT, 2020–2025 (USD MILLION)          468

13.3.2.2 Hadoop big data analytics market, by deployment mode            468

TABLE 408         HADOOP BIG DATA ANALYTICS MARKET, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)          468

TABLE 409         HADOOP BIG DATA ANALYTICS MARKET, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION)          469

13.3.2.3 Hadoop big data analytics market, by organization size 469

TABLE 410         HADOOP BIG DATA ANALYTICS MARKET, BY ORGANIZATION SIZE, 2014–2019 (USD MILLION) 469

TABLE 411         HADOOP BIG DATA ANALYTICS MARKET, BY ORGANIZATION SIZE, 2020–2025 (USD MILLION) 469

13.3.2.4 Hadoop big data analytics market, by business function             470

TABLE 412         HADOOP BIG DATA ANALYTICS MARKET, BY BUSINESS FUNCTION, 2014–2019 (USD MILLION)  470

TABLE 413         HADOOP BIG DATA ANALYTICS MARKET, BY BUSINESS FUNCTION, 2020–2025 (USD MILLION)  470

13.3.2.5 Hadoop big data analytics market, by vertical 470

TABLE 414         HADOOP BIG DATA ANALYTICS MARKET, BY VERTICAL, 2014–2019 (USD MILLION)     471

TABLE 415         HADOOP BIG DATA ANALYTICS MARKET, BY VERTICAL, 2020–2025 (USD MILLION)     471

13.3.2.6 Hadoop big data analytics market, by region  472

TABLE 416         HADOOP BIG DATA ANALYTICS MARKET, BY REGION, 2014–2019 (USD MILLION)     472

TABLE 417         HADOOP BIG DATA ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)          472

14          APPENDIX         473

14.1       DISCUSSION GUIDE      473

14.2       KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL             480

14.3       CUSTOMIZATION OPTIONS      482

14.4       RELATED REPORTS       482

14.5       AUTHOR DETAILS         483


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