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.
“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.
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).
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
