조사회사 : MarketsandMarkets (마켓츠앤마켓츠) 출판년월 : 2024년01월
AI Data Management Market – Global Forecast to 2028
AI 데이터 관리 시장 : 오퍼링(플랫폼, 소프트웨어 도구 및 서비스), 데이터 유형, 기술(ML, NLP, 컴퓨터 비전, 컨텍스트 인식), 애플리케이션(프로세스 자동화, 데이터 확장), 산업, 지역별 – 2028년까지의 세계 예측
AI Data Management Market by Offering (Platform, Software tools, and Services), Data Type, Technology (ML, NLP, Computer Vision, Context Awareness), Application (Process Automation, Data Augmentation), Vertical and Region – Global Forecast to 2028
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Report Overview
The global AI data management market is valued at USD 25.1 billion in 2023 and is estimated to reach USD 70.2 billion by 2028, registering a CAGR of 22.8% during the forecast period.
전 세계 AI 데이터 관리 시장의 가치는 2023년 251억 달러, 2028년에는 702억 달러에 이를 것으로 예상되며, 예측 기간 동안 연평균 성장률(CAGR) 22.8%를 기록할 것입니다.
The advent and widespread adoption of cloud computing have redefined the way organizations store, process, and access data. Cloud technologies provide a scalable and flexible foundation, enabling businesses to efficiently manage their ever-growing volumes of data without the constraints of traditional on-premises infrastructure. The shift towards cloud-based platforms is instrumental in driving the demand for AI data management solutions. Cloud environments offer the agility required to adapt to dynamic business needs, allowing organizations to scale their data management capabilities seamlessly. AI-driven data management tools designed for the cloud are inherently more scalable, enabling businesses to handle diverse datasets and increasing workloads effectively. This scalability is particularly crucial as the sheer volume and variety of data continue to expand exponentially.
“By offering, the platform segment is projected to hold the largest market size during the forecast period.”
Platforms in AI data management serve as comprehensive ecosystems that facilitate the collection, storage, processing, analysis, and utilization of data using artificial intelligence technologies. These platforms integrate various tools, algorithms, and functionalities that enable organizations to manage their data efficiently and derive actionable insights. They often feature components for data ingestion, cleansing, and transformation, along with AI-driven analytics and visualization tools that help in extracting valuable patterns and trends from complex datasets.
“By data type, Text Data segment is registered to grow at the highest CAGR during the forecast period.”
AI data management for text data involves the structured organization, analysis, and utilization of unstructured textual information using artificial intelligence techniques. Text data presents unique challenges due to its unstructured nature, varying formats, and nuances in language. AI-based natural language processing (NLP) and text analytics are pivotal in this domain, allowing systems to comprehend, categorize, extract insights, and derive meaning from vast volumes of text. Techniques like sentiment analysis, named entity recognition, topic modeling, and language translation enable the extraction of valuable information, sentiment trends, and contextual understanding from text data. AI-driven text data management finds applications in customer feedback analysis, content categorization, document summarization, chatbots, and information retrieval systems, revolutionizing how organizations harness the wealth of unstructured textual information to make informed decisions and enhance user experiences.
“Asia Pacific is projected to witness the highest CAGR during the forecast period.”
Asia Pacific region has witnessed remarkable growth and evolution in AI data management. With a surge in technological advancements, increased digitalization, and a burgeoning tech ecosystem, countries within the APAC region have been actively embracing AI-driven data management solutions. Countries like China, India, Japan, South Korea, and Singapore have emerged as key players in advancing AI technologies for data management. China, for instance, has heavily invested in AI research and development, fostering innovation in data-driven technologies. India, known for its IT expertise, has been rapidly adopting AI in various sectors, especially in data-intensive industries like finance, healthcare, and e-commerce. Japan and South Korea have been focusing on leveraging AI for precision manufacturing and robotics, while Singapore has been actively promoting itself as a hub for AI development and deployment in the region. The diverse economies and industries across the APAC region have driven a growing demand for AI data management solutions.
Breakdown of primaries
In-depth interviews were conducted with Chief Executive Officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the AI data management market.
§ By Company: Tier I: 35%, Tier II: 45%, and Tier III: 20%
§ By Designation: C-Level Executives: 35%, Directors: 25%, and Others: 40%
§ By Region: North America: 45%, Europe: 20%, Asia Pacific: 30%, RoW: 5%
Major vendors offering AI data management platform, software/tools and services across the globe are Microsoft (US), AWS (US), IBM (US), Google (US), Oracle (US), Salesforce (US), SAP (Germany), SAS Institute (US), HPE (US), Snowflake (US), Teradata (US), Informatica (US), Databricks (US), TIBCO Software (US), Qlik (US), Collibra (US), Dataiku (US), Alteryx (US), Datamatics Business Solutions (US), Accenture (Ireland), Ataccama (Canada), Reltio (US), Tamr (US), ThoughtSpot (US), AtScale (US), Alation (US), Clarifai (US), DDN Storage (US), Dataloop AI (US) Astera Software (US).
Research Coverage
The market study covers AI data management across segments. It aims at estimating the market size and the growth potential across different segments, such as offering by type, offering by deployment mode, data type, application, technology, vertical, and region. It includes an in-depth competitive analysis of the key players in the market, along with their company profiles, key observations related to product and business offerings, recent developments, and key market strategies.
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 market for AI data management and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights better 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 (AI-powered data fabric solutions and automated integration fueling market expansion, the evolution in cloud technology to drive the AI Data Management market growth, Rapid advancements in AI and ML to propel the adoption of transformative data management solutions), restraints (Issues related to data availability and quality and susceptibility to bias and inaccuracies), opportunities (Automated data cleaning to revolutionize data preparation for better insights, enhanced predictive analytics to empower businesses to anticipate future trends, personalized and adaptive systems to emerge as a significant opportunity in the market), and challenges (Training AI on large and diverse datasets to enhance data quality poses market challenges, acquiring skilled AI experts in data management to challenge the market, limitations in bridging the educational gap for a skilled workforce) influencing the growth of the AI data management market
• Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the AI data management market.
• Market Development: Comprehensive information about lucrative markets – the report analyses the AI data management market across varied regions.
• Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in AI data management market strategies; the report also helps stakeholders understand the pulse of the AI data management market and provides them with information on key market drivers, restraints, challenges, and opportunities.
• Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading players such as Microsoft (US), IBM (US), AWS (US), Google (US), Oracle (US) among others in the AI data management market.
Table of Contents
1 INTRODUCTION 32
1.1 STUDY OBJECTIVES 32
1.2 MARKET DEFINITION 32
1.3 MARKET SCOPE 33
1.3.1 MARKET SEGMENTATION 33
1.3.2 INCLUSIONS AND EXCLUSIONS 34
1.3.3 REGIONS COVERED 34
1.4 YEARS CONSIDERED 35
1.5 CURRENCY CONSIDERED 35
1.6 STAKEHOLDERS 35
2 RESEARCH METHODOLOGY 36
2.1 RESEARCH DATA 36
FIGURE 1 AI DATA MANAGEMENT MARKET: RESEARCH DESIGN 36
2.1.1 SECONDARY DATA 37
2.1.2 PRIMARY DATA 37
TABLE 1 AI DATA MANAGEMENT MARKET: PRIMARY INTERVIEWS 37
2.1.2.1 Breakup of primary profiles 38
2.1.2.2 Key insights from industry experts 38
2.2 DATA TRIANGULATION AND MARKET BREAKUP 39
FIGURE 2 AI DATA MANAGEMENT MARKET: DATA TRIANGULATION 39
2.3 MARKET SIZE ESTIMATION 40
FIGURE 3 AI DATA MANAGEMENT MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 40
2.3.1 TOP-DOWN APPROACH 40
2.3.2 BOTTOM-UP APPROACH 41
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 1 (SUPPLY SIDE): REVENUE FROM AI DATA MANAGEMENT/SERVICES 41
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 2, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM ALL AI DATA MANAGEMENT/SERVICE COMPANIES 42
FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 3, BOTTOM-UP (SUPPLY SIDE): REVENUES OF TOP PLAYERS AND SOURCES OF DATA 43
FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 4, BOTTOM-UP (DEMAND SIDE): SHARE OF OVERALL AI DATA MANAGEMENT SPENDING 43
2.4 MARKET FORECAST 44
TABLE 2 FACTOR ANALYSIS 44
2.5 ASSUMPTIONS 45
2.6 LIMITATIONS 47
2.7 IMPACT OF RECESSION 47
TABLE 3 IMPACT OF RECESSION ON GLOBAL AI DATA MANAGEMENT MARKET 48
3 EXECUTIVE SUMMARY 49
TABLE 4 AI DATA MANAGEMENT MARKET SIZE AND GROWTH RATE, 2017–2022 (USD MILLION, Y-O-Y) 50
TABLE 5 AI DATA MANAGEMENT MARKET SIZE AND GROWTH RATE, 2023–2028 (USD MILLION, Y-O-Y) 50
FIGURE 8 PLATFORM SEGMENT TO HOLD LARGEST MARKET DURING FORECAST PERIOD 50
FIGURE 9 DATA WAREHOUSING SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD 51
FIGURE 10 CLOUD DEPLOYMENT MODE TO ACCOUNT FOR LARGER MARKET SHARE DURING FORECAST PERIOD 51
FIGURE 11 DATA INTEGRATION & ETL SOFTWARE TOOLS SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD 52
FIGURE 12 CONSULTING SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD 52
FIGURE 13 IMAGE DATA SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD 53
FIGURE 14 MACHINE LEARNING TECHNOLOGY SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD 53
FIGURE 15 PROCESS AUTOMATION SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD 54
FIGURE 16 BFSI VERTICAL TO ACCOUNT FOR LARGEST MARKET SHARE DURING FORECAST PERIOD 54
FIGURE 17 ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 55
4 PREMIUM INSIGHTS 56
4.1 ATTRACTIVE OPPORTUNITIES FOR KEY PLAYERS IN AI DATA MANAGEMENT MARKET 56
FIGURE 18 EXPONENTIAL GROWTH OF DIVERSE AND VOLUMINOUS DATASETS TO FUEL ACCURATE MODEL TRAINING AND ENHANCE ALGORITHMIC PERFORMANCE 56
4.2 AI DATA MANAGEMENT MARKET, BY APPLICATION 56
FIGURE 19 PROCESS AUTOMATION SEGMENT TO HOLD LARGEST MARKET SHARE DURING FORECAST PERIOD 56
4.3 AI DATA MANAGEMENT MARKET, BY OFFERING & KEY VERTICAL 57
FIGURE 20 PLATFORM SEGMENT AND BFSI VERTICAL TO ACCOUNT FOR LARGEST SHARES IN 2023 57
4.4 AI DATA MANAGEMENT MARKET, BY REGION 57
FIGURE 21 NORTH AMERICA TO ACCOUNT FOR LARGEST SHARE IN 2023 57
5 MARKET OVERVIEW AND INDUSTRY TRENDS 58
5.1 INTRODUCTION 58
5.2 MARKET DYNAMICS 58
FIGURE 22 AI DATA MANAGEMENT MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 58
5.2.1 DRIVERS 59
5.2.1.1 Adoption of AI-powered data fabric solutions and automated integration 59
5.2.1.2 Emergence and widespread adoption of cloud computing and evolution in cloud technology 59
5.2.1.3 Rapid advancements in AI and ML and adoption of transformative data management solutions 60
5.2.2 RESTRAINTS 60
5.2.2.1 Scarcity of relevant, comprehensive, and high-quality data 60
5.2.2.2 Susceptibility to biases and inaccuracies 61
5.2.3 OPPORTUNITIES 61
5.2.3.1 Automated data cleaning to revolutionize data preparation for better insights 61
5.2.3.2 Enhanced predictive analytics to empower businesses to anticipate future trends 62
5.2.3.3 Rise of personalized and adaptive systems 62
5.2.4 CHALLENGES 63
5.2.4.1 Acquiring and curating large datasets leading to need for substantial resources 63
5.2.4.2 Lack of professional knowledge and scarcity of skilled AI experts 63
5.2.4.3 Limited access to specialized education and training programs tailored to AI data management 64
5.3 AI DATA MANAGEMENT MARKET: ARCHITECTURE 64
FIGURE 23 ARCHITECTURE OF AI DATA MANAGEMENT SOLUTIONS 64
5.4 AI DATA MANAGEMENT MARKET: EVOLUTION 65
FIGURE 24 EVOLUTION OF AI DATA MANAGEMENT SOLUTIONS 65
5.5 SUPPLY CHAIN ANALYSIS 66
FIGURE 25 AI DATA MANAGEMENT MARKET: SUPPLY CHAIN ANALYSIS 66
5.6 ECOSYSTEM/MARKET MAP 67
FIGURE 26 KEY PLAYERS IN AI DATA MANAGEMENT MARKET ECOSYSTEM 67
TABLE 6 AI DATA MANAGEMENT MARKET: ECOSYSTEM 68
5.6.1 PLATFORM PROVIDERS 69
5.6.2 SOFTWARE PROVIDERS 69
5.6.3 SERVICE PROVIDERS 69
5.6.4 REGULATORY BODIES 69
5.7 CASE STUDY ANALYSIS 70
5.7.1 CASE STUDY 1: TAMR’S HEALTHCARE PROVIDERS DATA PRODUCT UNIFIED VAST DATA SOURCES AND CREATED RELIABLE RECORDS FOR P360 70
5.7.2 CASE STUDY 2: ALATION EMPOWERED AUSTRALIAN ENERGY COMPANY’S DIGITAL TRANSFORMATION THROUGH DATA GOVERNANCE AND CURATED INSIGHTS 71
5.7.3 CASE STUDY 3: VIACOM18 DEPLOYED AZURE DATABRICKS TO ACCELERATE VIEWER PERSONALIZATION, BOOST PRODUCTIVITY, AND ENHANCE INSIGHTS 71
5.7.4 CASE STUDY 4: CNP ASSURANCES DEPLOYED INFORMATICA MDM TO FACILITATE REAL-TIME AND BATCH-PROCESSING UPDATES TO MANAGE EVOLVING RISK PROFILES EFFECTIVELY 72
5.7.5 CASE STUDY 5: COGNIWARE ADOPTED ARGOS PLATFORM INTEGRATED WITH IBM WATSONX.DATA TO STREAMLINE DATA COLLECTION PROCESS AND EMPOWER USERS TO VISUALIZE CONNECTIONS 73
5.8 TARIFF AND REGULATORY LANDSCAPE 74
TABLE 7 TARIFF RELATED TO AI DATA MANAGEMENT SOFTWARE AS A SERVICE SOLUTIONS 74
5.8.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 75
TABLE 8 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 75
TABLE 9 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 76
TABLE 10 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 78
TABLE 11 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 79
TABLE 12 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 79
5.8.2 NORTH AMERICA 80
5.8.2.1 US 80
5.8.2.2 Canada 80
5.8.3 EUROPE 80
5.8.4 ASIA PACIFIC 80
5.8.4.1 South Korea 80
5.8.4.2 China 80
5.8.4.3 India 81
5.8.5 MIDDLE EAST & AFRICA 81
5.8.5.1 UAE 81
5.8.5.2 KSA 81
5.8.5.3 Bahrain 81
5.8.6 LATIN AMERICA 81
5.8.6.1 Brazil 81
5.8.6.2 Mexico 81
5.9 PATENT ANALYSIS 82
5.9.1 METHODOLOGY 82
5.9.2 PATENTS FILED, BY DOCUMENT TYPE 82
TABLE 13 PATENTS FILED, 2013–2023 82
5.9.3 INNOVATION AND PATENT APPLICATIONS 82
FIGURE 27 NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2013–2023 82
5.9.3.1 Top 10 applicants in AI data management market 83
FIGURE 28 TOP APPLICANTS IN AI DATA MANAGEMENT MARKET, 2013–2023 83
FIGURE 29 REGIONAL ANALYSIS OF PATENTS GRANTED, 2013–2023 83
TABLE 14 TOP 20 PATENT OWNERS IN AI DATA MANAGEMENT MARKET, 2013–2023 84
TABLE 15 LIST OF PATENTS GRANTED IN AI DATA MANAGEMENT MARKET, 2023 85
5.10 TRADE ANALYSIS FOR AI DATA MANAGEMENT SOFTWARE 86
5.10.1 IMPORT SCENARIO OF COMPUTER SOFTWARE 86
FIGURE 30 COMPUTER SOFTWARE IMPORTS, BY KEY COUNTRY, 2015–2022 (USD BILLION) 87
5.10.2 EXPORT SCENARIO OF COMPUTER SOFTWARE 87
FIGURE 31 COMPUTER SOFTWARE EXPORTS, BY KEY COUNTRY, 2015–2022 (USD BILLION) 88
5.11 TECHNOLOGY ANALYSIS 88
5.11.1 AI DATA MANAGEMENT MARKET: TECHNOLOGY ANALYSIS 89
5.11.1.1 Key Technologies 89
5.11.1.1.1 ML 89
5.11.1.1.2 NLP 90
5.11.1.1.3 Computer Vision 90
5.11.1.1.4 Edge AI 91
5.11.1.2 Complementary Technologies 91
5.11.1.2.1 Big Data 91
5.11.1.2.2 Cloud Computing 92
5.11.1.2.3 5G 92
5.11.1.2.4 Predictive Analytics 93
5.11.1.3 Adjacent Technologies 94
5.11.1.3.1 IoT 94
5.11.1.3.2 Edge Computing 94
5.11.1.3.3 Blockchain 95
5.11.1.3.4 Digital Twins 95
5.12 PRICING ANALYSIS 96
5.12.1 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, TOP 3 SOFTWARE TOOLS 96
FIGURE 32 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, TOP 3 SOFTWARE TOOLS 96
5.12.2 INDICATIVE PRICING ANALYSIS OF AI DATA MANAGEMENT, BY OFFERING 97
TABLE 16 INDICATIVE PRICING LEVELS OF AI DATA MANAGEMENT SOLUTIONS, BY OFFERING 97
5.13 PORTER’S FIVE FORCES ANALYSIS 98
FIGURE 33 AI DATA MANAGEMENT MARKET: PORTER’S FIVE FORCES ANALYSIS 98
TABLE 17 IMPACT OF PORTER’S FIVE FORCES ON AI DATA MANAGEMENT MARKET 99
5.13.1 THREAT OF NEW ENTRANTS 99
5.13.2 THREAT OF SUBSTITUTES 99
5.13.3 BARGAINING POWER OF SUPPLIERS 99
5.13.4 BARGAINING POWER OF BUYERS 99
5.13.5 INTENSITY OF COMPETITIVE RIVALRY 100
5.14 TRENDS/DISRUPTIONS IMPACTING CUSTOMER’S BUSINESS 100
FIGURE 34 REVENUE SHIFT FOR AI DATA MANAGEMENT MARKET 100
5.15 KEY CONFERENCES & EVENTS, 2023–2025 101
TABLE 18 AI DATA MANAGEMENT MARKET: DETAILED LIST OF CONFERENCES & EVENTS, 2023–2025 101
5.16 KEY STAKEHOLDERS & BUYING CRITERIA 102
5.16.1 KEY STAKEHOLDERS IN BUYING PROCESS 102
FIGURE 35 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS 102
TABLE 19 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS 102
5.16.2 BUYING CRITERIA 103
FIGURE 36 KEY BUYING CRITERIA FOR TOP THREE VERTICALS 103
TABLE 20 KEY BUYING CRITERIA FOR TOP THREE VERTICALS 103
5.17 TECHNOLOGY ROADMAP OF AI DATA MANAGEMENT MARKET 103
TABLE 21 SHORT-TERM ROADMAP, 2023–2025 104
TABLE 22 MID-TERM ROADMAP, 2026–2028 104
TABLE 23 LONG-TERM ROADMAP, 2029–2030 105
5.18 BEST PRACTICES IN AI DATA MANAGEMENT MARKET 105
5.19 BUSINESS MODELS OF AI DATA MANAGEMENT MARKET 106
5.19.1 DATA AS A SERVICE (DAAS) 106
5.19.2 AI-POWERED ANALYTICS AND INSIGHTS 107
5.19.3 DATA GOVERNANCE AND COMPLIANCE SOLUTIONS 107
5.19.4 PERSONALIZATION AND RECOMMENDATION ENGINES 107
5.19.5 AI INFRASTRUCTURE AND TOOLING 107
6 AI DATA MANAGEMENT MARKET, BY OFFERING 108
6.1 INTRODUCTION 109
6.1.1 OFFERING: AI DATA MANAGEMENT MARKET DRIVERS 109
FIGURE 37 SERVICES SEGMENT TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD 109
TABLE 24 AI DATA MANAGEMENT MARKET, BY OFFERING, 2017–2022 (USD MILLION) 110
TABLE 25 AI DATA MANAGEMENT MARKET, BY OFFERING, 2023–2028 (USD MILLION) 110
6.2 OFFERING, BY TYPE 110
6.2.1 PLATFORM 110
6.2.1.1 AI data management platforms to provide end-to-end solutions that streamline data handling across AI lifecycle 110
FIGURE 38 DATA WAREHOUSING SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD 111
TABLE 26 AI DATA MANAGEMENT MARKET, BY PLATFORM, 2017–2022 (USD MILLION) 111
TABLE 27 AI DATA MANAGEMENT MARKET, BY PLATFORM, 2023–2028 (USD MILLION) 112
TABLE 28 PLATFORM: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 112
TABLE 29 PLATFORM: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 112
6.2.1.2 Data collection & ingestion 113
6.2.1.3 Data preparation & processing 113
6.2.1.4 Data warehousing 113
6.2.1.5 Data analytics 113
6.2.1.6 Data governance 114
6.2.1.7 Data quality management 114
6.2.1.8 Data lifecycle management 115
6.2.1.9 Other platforms 115
6.2.2 SOFTWARE TOOLS 116
6.2.2.1 AI data management software tools to streamline data handling and analysis within AI ecosystems 116
FIGURE 39 DATA INTEGRATION & ETL SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD 116
TABLE 30 AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2017–2022 (USD MILLION) 117
TABLE 31 AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2023–2028 (USD MILLION) 117
TABLE 32 SOFTWARE TOOLS: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 117
TABLE 33 SOFTWARE TOOLS: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 118
6.2.2.2 Data integration & ETL 118
6.2.2.3 Data visualization & reporting 118
6.2.2.4 Data modeling 119
6.2.2.5 Data security & privacy 119
6.2.2.6 Data labeling & annotation 119
6.2.2.7 Data cleaning & normalization 120
6.2.2.8 Data versioning 120
6.2.3 SERVICES 120
6.2.3.1 Need for expertise in data governance, data quality, and AI-driven analytics to drive demand for AI data management services 120
FIGURE 40 CONSULTING SERVICES SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD 121
TABLE 34 AI DATA MANAGEMENT MARKET, BY SERVICE, 2017–2022 (USD MILLION) 121
TABLE 35 AI DATA MANAGEMENT MARKET, BY SERVICE, 2023–2028 (USD MILLION) 121
6.2.3.2 Consulting 122
6.2.3.3 System integration & implementation 122
6.2.3.4 Support & maintenance 122
6.2.3.5 Data migration 123
6.2.3.6 AI change management & adoption 123
6.2.3.7 AI platform administration 123
6.3 OFFERING, BY DEPLOYMENT MODE 124
FIGURE 41 CLOUD DEPLOYMENT MODE TO WITNESS HIGHER CAGR DURING FORECAST PERIOD 124
TABLE 36 AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION) 124
TABLE 37 AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION) 124
6.3.1 CLOUD 125
6.3.1.1 Scalability and accessibility of cloud-based AI data management solutions to fuel its demand 125
TABLE 38 CLOUD: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 125
TABLE 39 CLOUD: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 125
6.3.2 ON-PREMISES 126
6.3.2.1 Stringent data governance and security requirements to propel demand for on-premises AI data management solutions 126
TABLE 40 ON-PREMISES: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 126
TABLE 41 ON-PREMISES: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 126
7 AI DATA MANAGEMENT MARKET, BY DATA TYPE 127
7.1 INTRODUCTION 128
7.1.1 DATA TYPE: AI DATA MANAGEMENT MARKET DRIVERS 128
FIGURE 42 TEXT DATA SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 128
TABLE 42 AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2017–2022 (USD MILLION) 129
TABLE 43 AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2023–2028 (USD MILLION) 129
7.2 AUDIO DATA 130
7.2.1 RISING ADOPTION OF VOICE-ENABLED DEVICES AND PERSONALIZED AUDIO EXPERIENCES TO PROPEL MARKET 130
TABLE 44 AUDIO DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 130
TABLE 45 AUDIO DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 130
7.3 SPEECH & VOICE DATA 131
7.3.1 RISE OF VOICE-CONTROLLED DEVICES AND DEMAND FOR SEAMLESS SPEECH RECOGNITION TECHNOLOGIES TO DRIVE MARKET 131
TABLE 46 SPEECH & VOICE DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 131
TABLE 47 SPEECH & VOICE DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 131
7.4 IMAGE DATA 132
7.4.1 NEED FOR IMAGE RECOGNITION TECHNOLOGIES ACROSS INDUSTRIES TO BOOST DEMAND FOR AI DATA MANAGEMENT FOR IMAGE DATA 132
TABLE 48 IMAGE DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 132
TABLE 49 IMAGE DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 132
7.5 TEXT DATA 133
7.5.1 REQUIREMENT FOR SENTIMENT ANALYSIS AND LANGUAGE PROCESSING TECHNOLOGIES TO DRIVE MARKET 133
TABLE 50 TEXT DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 133
TABLE 51 TEXT DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 133
7.6 VIDEO DATA 134
7.6.1 NEED FOR VIDEO ANALYTICS IN VARIOUS VERTICALS TO FUEL GROWTH OF AI DATA MANAGEMENT FOR VIDEO DATA 134
TABLE 52 VIDEO DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 134
TABLE 53 VIDEO DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 134
8 AI DATA MANAGEMENT MARKET, BY TECHNOLOGY 135
8.1 INTRODUCTION 136
8.1.1 TECHNOLOGY: AI DATA MANAGEMENT MARKET DRIVERS 136
FIGURE 43 MACHINE LEARNING TECHNOLOGY SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD 136
TABLE 54 AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 137
TABLE 55 AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 137
8.2 MACHINE LEARNING 137
8.2.1 NEED FOR ACCURATE AND PREDICTIVE MACHINE LEARNING MODELS TO FUEL DEMAND FOR ROBUST AI DATA MANAGEMENT 137
TABLE 56 MACHINE LEARNING: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 138
TABLE 57 MACHINE LEARNING: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 138
8.2.2 DEEP LEARNING 138
8.2.2.1 CNNs 138
8.2.2.2 RNNs 139
8.2.2.3 Generative AI 139
8.3 NATURAL LANGUAGE PROCESSING 139
8.3.1 INCREASING DEMAND FOR ADVANCED LANGUAGE UNDERSTANDING AND COMMUNICATION CAPABILITIES TO DRIVE MARKET 139
TABLE 58 NATURAL LANGUAGE PROCESSING: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 140
TABLE 59 NATURAL LANGUAGE PROCESSING: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 140
8.4 COMPUTER VISION 140
8.4.1 GROWING NEED FOR ACCURATE IMAGE AND VIDEO ANALYSIS ACROSS INDUSTRIES TO PROPEL DEMAND FOR COMPUTER VISION TECHNOLOGY 140
TABLE 60 COMPUTER VISION: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 141
TABLE 61 COMPUTER VISION: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 141
8.5 CONTEXT AWARENESS 141
8.5.1 CONTEXT AWARENESS IN AI DATA MANAGEMENT TO DELIVER TAILORED EXPERIENCES, OPTIMIZE DECISION-MAKING, AND PERSONALIZE INTERACTIONS 141
TABLE 62 CONTEXT AWARENESS: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 142
TABLE 63 CONTEXT AWARENESS: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 142
9 AI DATA MANAGEMENT MARKET, BY APPLICATION 143
9.1 INTRODUCTION 144
9.1.1 APPLICATION: AI DATA MANAGEMENT MARKET DRIVERS 144
FIGURE 44 IMPUTATION PREDICTIVE MODELING SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 145
TABLE 64 AI DATA MANAGEMENT MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 145
TABLE 65 AI DATA MANAGEMENT MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 146
9.2 PROCESS AUTOMATION 146
9.2.1 INCREASED OPERATIONAL EFFICIENCY AND REDUCED MANUAL INTERVENTION TO FUEL DEMAND FOR PROCESS AUTOMATION 146
TABLE 66 PROCESS AUTOMATION: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 146
TABLE 67 PROCESS AUTOMATION: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 147
9.3 DATA VALIDATION & NOISE REDUCTION 147
9.3.1 NEED TO ENSURE DATA ACCURACY AND RELIABILITY AND REDUCE UNWANTED DISTORTIONS TO PROPEL MARKET 147
TABLE 68 DATA VALIDATION & NOISE REDUCTION: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 147
TABLE 69 DATA VALIDATION & NOISE REDUCTION: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 148
9.4 DATA AUGMENTATION 148
9.4.1 NEED TO ENHANCE MODEL GENERALIZATION AND PERFORMANCE BY ARTIFICIALLY EXPANDING DATASETS TO DRIVE MARKET 148
TABLE 70 DATA AUGMENTATION: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 148
TABLE 71 DATA AUGMENTATION: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 149
9.5 EXPLORATORY DATA ANALYSIS 149
9.5.1 NECESSITY OF UNCOVERING VALUABLE INSIGHTS, UNDERSTANDING DATA DISTRIBUTIONS, AND PREPARING DATA FOR SUBSEQUENT MODELING OR ANALYSIS TO DRIVE MARKET 149
TABLE 72 EXPLORATORY DATA ANALYSIS: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 149
TABLE 73 EXPLORATORY DATA ANALYSIS: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 150
9.6 IMPUTATION & PREDICTIVE MODELING 150
9.6.1 NEED TO HANDLE MISSING DATA EFFECTIVELY AND GENERATE ACCURATE PREDICTIONS TO PROPEL MARKET 150
TABLE 74 IMPUTATION & PREDICTIVE MODELING: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 150
TABLE 75 IMPUTATION & PREDICTIVE MODELING: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 151
9.7 DATA ANONYMIZATION & COMPRESSION 151
9.7.1 NEED TO ENSURE PRIVACY, REDUCE STORAGE REQUIREMENTS, AND OPTIMIZE DATA PROCESSING TO DRIVE MARKET 151
TABLE 76 DATA ANONYMIZATION & COMPRESSION: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 151
TABLE 77 DATA ANONYMIZATION & COMPRESSION: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 152
9.8 OTHER APPLICATIONS 152
TABLE 78 OTHER APPLICATIONS: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 152
TABLE 79 OTHER APPLICATIONS: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 153
10 AI DATA MANAGEMENT MARKET, BY VERTICAL 154
10.1 INTRODUCTION 155
10.1.1 VERTICAL: AI DATA MANAGEMENT MARKET DRIVERS 155
FIGURE 45 BFSI VERTICAL TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD 156
TABLE 80 AI DATA MANAGEMENT MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 156
TABLE 81 AI DATA MANAGEMENT MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 157
10.2 BANKING, FINANCIAL SERVICES, AND INSURANCE 157
TABLE 82 BFSI: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 158
TABLE 83 BFSI: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 158
10.2.1 FRAUD DETECTION 158
10.2.2 CUSTOMER CHURN PREDICTION 159
10.2.3 CREDIT RISK ASSESSMENT 159
10.2.4 ANTI-MONEY LAUNDERING (AML) COMPLIANCE 160
10.2.5 OTHER BFSI APPLICATION TYPES 160
10.3 RETAIL & ECOMMERCE 161
TABLE 84 RETAIL & ECOMMERCE: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 161
TABLE 85 RETAIL & ECOMMERCE: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 161
10.3.1 PERSONALIZED PRODUCT RECOMMENDATION 162
10.3.2 INVENTORY MANAGEMENT 162
10.3.3 DYNAMIC PRICING 162
10.3.4 CUSTOMER SENTIMENT ANALYSIS 163
10.3.5 OTHER RETAIL & ECOMMERCE APPLICATION TYPES 163
10.4 TELECOMMUNICATIONS 164
TABLE 86 TELECOMMUNICATIONS: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 164
TABLE 87 TELECOMMUNICATIONS: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 164
10.4.1 NETWORK PERFORMANCE OPTIMIZATION 165
10.4.2 NETWORK SECURITY 165
10.4.3 QUALITY OF SERVICE MONITORING 165
10.4.4 CUSTOMER SUPPORT CHATBOTS 166
10.4.5 OTHER TELECOMMUNICATIONS APPLICATION TYPES 166
10.5 HEALTHCARE & LIFE SCIENCES 167
TABLE 88 HEALTHCARE & LIFE SCIENCES: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 167
TABLE 89 HEALTHCARE & LIFE SCIENCES: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 167
10.5.1 DISEASE DIAGNOSIS 168
10.5.2 DRUG DISCOVERY 168
10.5.3 PATIENT MONITORING 168
10.5.4 CLINICAL TRAILS OPTIMIZATION 169
10.5.5 OTHER HEALTHCARE & LIFE SCIENCES APPLICATION TYPES 169
10.6 MANUFACTURING 170
TABLE 90 MANUFACTURING: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 170
TABLE 91 MANUFACTURING: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 170
10.6.1 QUALITY CONTROL 171
10.6.2 ROBOTIC PROCESS AUTOMATION 171
10.6.3 DEMAND FORECASTING 171
10.6.4 PRODUCTION OPTIMIZATION 172
10.6.5 OTHER MANUFACTURING APPLICATION TYPES 172
10.7 IT & ITES 172
TABLE 92 IT & ITES: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 173
TABLE 93 IT & ITES: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 173
10.7.1 IT SERVICE MANAGEMENT 173
10.7.2 PREDICTIVE MAINTENANCE 174
10.7.3 CAPACITY PLANNING 174
10.7.4 DATA BACKUP RECOVERY 174
10.7.5 OTHER IT & ITES APPLICATION TYPES 174
10.8 GOVERNMENT & DEFENSE 175
TABLE 94 GOVERNMENT & DEFENSE: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 175
TABLE 95 GOVERNMENT & DEFENSE: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 176
10.8.1 NATURAL DISASTER RESPONSE 176
10.8.2 PREDICTIVE POLICING 176
10.8.3 BORDER CONTROL & IMMIGRATION 177
10.8.4 PUBLIC HEALTH MONITORING 177
10.8.5 OTHER GOVERNMENT & DEFENSE APPLICATION TYPES 177
10.9 MEDIA & ENTERTAINMENT 178
TABLE 96 MEDIA & ENTERTAINMENT: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 178
TABLE 97 MEDIA & ENTERTAINMENT: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 178
10.9.1 CONTENT RECOMMENDATION 179
10.9.2 CONTENT CREATION 179
10.9.3 AUDIENCE ENGAGEMENT ANALYSIS 179
10.9.4 REAL-TIME STREAMING OPTIMIZATION 180
10.9.5 OTHER MEDIA & ENTERTAINMENT APPLICATION TYPES 180
10.10 ENERGY & UTILITIES 180
TABLE 98 ENERGY & UTILITIES: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 181
TABLE 99 ENERGY & UTILITIES: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 181
10.10.1 GRID MANAGEMENT 181
10.10.2 ENERGY CONSUMPTION ANALYSIS 182
10.10.3 RENEWABLE ENERGY FORECASTING 182
10.10.4 ENVIRONMENTAL IMPACT ASSESSMENT 183
10.10.5 OTHER ENERGY & UTILITIES APPLICATION TYPES 183
10.11 OTHER VERTICALS 184
TABLE 100 OTHER VERTICALS: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 184
TABLE 101 OTHER VERTICALS: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 184
11 AI DATA MANAGEMENT MARKET, BY REGION 185
11.1 INTRODUCTION 186
FIGURE 46 SOUTH AFRICA TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD 186
FIGURE 47 ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD 187
TABLE 102 AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 187
TABLE 103 AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 187
11.2 NORTH AMERICA 188
11.2.1 NORTH AMERICA: AI DATA MANAGEMENT MARKET DRIVERS 188
11.2.2 NORTH AMERICA: RECESSION IMPACT ANALYSIS 189
FIGURE 48 NORTH AMERICA: MARKET SNAPSHOT 189
TABLE 104 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2017–2022 (USD MILLION) 190
TABLE 105 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 190
TABLE 106 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY OFFERING, 2017–2022 (USD MILLION) 190
TABLE 107 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY OFFERING, 2023–2028 (USD MILLION) 190
TABLE 108 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2017–2022 (USD MILLION) 191
TABLE 109 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2023–2028 (USD MILLION) 191
TABLE 110 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2017–2022 (USD MILLION) 192
TABLE 111 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2023–2028 (USD MILLION) 192
TABLE 112 NORTH AMERICA: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION) 192
TABLE 113 NORTH AMERICA: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION) 193
TABLE 114 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY SERVICE, 2017–2022 (USD MILLION) 193
TABLE 115 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY SERVICE, 2023–2028 (USD MILLION) 193
TABLE 116 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2017–2022 (USD MILLION) 194
TABLE 117 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2023–2028 (USD MILLION) 194
TABLE 118 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 194
TABLE 119 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 195
TABLE 120 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 195
TABLE 121 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 195
TABLE 122 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 196
TABLE 123 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 196
11.2.3 US 197
11.2.3.1 Robust innovation ecosystem, collaborative efforts, and government initiatives to drive market 197
11.2.4 CANADA 197
11.2.4.1 Demand for tech infrastructure, skilled workforce, well-established ecosystems, and National AI Strategy to propel market 197
11.3 EUROPE 198
11.3.1 EUROPE: AI DATA MANAGEMENT MARKET DRIVERS 198
11.3.2 EUROPE: RECESSION IMPACT ANALYSIS 199
TABLE 124 EUROPE: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2017–2022 (USD MILLION) 199
TABLE 125 EUROPE: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 199
TABLE 126 EUROPE: AI DATA MANAGEMENT MARKET, BY OFFERING, 2017–2022 (USD MILLION) 200
TABLE 127 EUROPE: AI DATA MANAGEMENT MARKET, BY OFFERING, 2023–2028 (USD MILLION) 200
TABLE 128 EUROPE: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2017–2022 (USD MILLION) 200
TABLE 129 EUROPE: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2023–2028 (USD MILLION) 201
TABLE 130 EUROPE: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2017–2022 (USD MILLION) 201
TABLE 131 EUROPE: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2023–2028 (USD MILLION) 201
TABLE 132 EUROPE: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION) 202
TABLE 133 EUROPE: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION) 202
TABLE 134 EUROPE: AI DATA MANAGEMENT MARKET, BY SERVICE, 2017–2022 (USD MILLION) 202
TABLE 135 EUROPE: AI DATA MANAGEMENT MARKET, BY SERVICE, 2023–2028 (USD MILLION) 203
TABLE 136 EUROPE: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2017–2022 (USD MILLION) 203
TABLE 137 EUROPE: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2023–2028 (USD MILLION) 203
TABLE 138 EUROPE: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 204
TABLE 139 EUROPE: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 204
TABLE 140 EUROPE: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 204
TABLE 141 EUROPE: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 205
TABLE 142 EUROPE: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 205
TABLE 143 EUROPE: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 206
11.3.3 UK 206
11.3.3.1 Need for diverse and talented workforce, thriving ecosystem, and strategic initiatives taken by government to drive market 206
11.3.4 GERMANY 207
11.3.4.1 Rising focus on AI research and implementation and skilled labor force to propel market 207
11.3.5 FRANCE 207
11.3.5.1 Strategic focus on open-source AI initiatives to transform AI data management market 207
11.3.6 SPAIN 208
11.3.6.1 Spanish government’s active support and initiatives to accelerate growth of AI to boost demand for AI data management market 208
11.3.7 ITALY 209
11.3.7.1 Well-established technology industry and strategic government initiatives to fuel demand for AI data management solutions 209
11.3.8 REST OF EUROPE 209
11.4 ASIA PACIFIC 210
11.4.1 ASIA PACIFIC: AI DATA MANAGEMENT MARKET DRIVERS 211
11.4.2 ASIA PACIFIC: RECESSION IMPACT ANALYSIS 211
FIGURE 49 ASIA PACIFIC: MARKET SNAPSHOT 212
TABLE 144 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY COUNTRY/REGION, 2017–2022 (USD MILLION) 213
TABLE 145 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY COUNTRY/REGION, 2023–2028 (USD MILLION) 213
TABLE 146 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY OFFERING, 2017–2022 (USD MILLION) 213
TABLE 147 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY OFFERING, 2023–2028 (USD MILLION) 214
TABLE 148 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2017–2022 (USD MILLION) 214
TABLE 149 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2023–2028 (USD MILLION) 214
TABLE 150 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2017–2022 (USD MILLION) 215
TABLE 151 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2023–2028 (USD MILLION) 215
TABLE 152 ASIA PACIFIC: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION) 215
TABLE 153 ASIA PACIFIC: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION) 216
TABLE 154 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY SERVICE, 2017–2022 (USD MILLION) 216
TABLE 155 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY SERVICE, 2023–2028 (USD MILLION) 216
TABLE 156 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2017–2022 (USD MILLION) 217
TABLE 157 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2023–2028 (USD MILLION) 217
TABLE 158 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 217
TABLE 159 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 218
TABLE 160 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 218
TABLE 161 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 218
TABLE 162 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 219
TABLE 163 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 219
TABLE 164 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2017–2022 (USD MILLION) 220
TABLE 165 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 220
11.4.3 CHINA 220
11.4.3.1 Substantial investments in AI research and development and rising government initiatives for R&D to drive market 220
11.4.4 JAPAN 221
11.4.4.1 AI-driven healthcare industry and strategic government support to fuel demand for AI data management solutions 221
11.4.5 INDIA 221
11.4.5.1 Increasing investment in AI-driven R&D and establishment of National Program on AI to propel market 221
11.4.6 SOUTH KOREA 222
11.4.6.1 Robust ICT industry, high production of semiconductors, and AI patent dominance to accelerate market 222
11.4.7 AUSTRALIA & NEW ZEALAND 223
11.4.7.1 Increasing reliance on software solutions and rising awareness regarding strategic value of AI to propel market 223
11.4.8 REST OF ASIA PACIFIC 223
11.5 MIDDLE EAST & AFRICA 224
11.5.1 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET DRIVERS 224
11.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT ANALYSIS 225
TABLE 166 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY OFFERING, 2017–2022 (USD MILLION) 225
TABLE 167 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY OFFERING, 2023–2028 (USD MILLION) 225
TABLE 168 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2017–2022 (USD MILLION) 226
TABLE 169 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2023–2028 (USD MILLION) 226
TABLE 170 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2017–2022 (USD MILLION) 227
TABLE 171 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2023–2028 (USD MILLION) 227
TABLE 172 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION) 227
TABLE 173 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION) 228
TABLE 174 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY SERVICE, 2017–2022 (USD MILLION) 228
TABLE 175 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY SERVICE, 2023–2028 (USD MILLION) 228
TABLE 176 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2017–2022 (USD MILLION) 229
TABLE 177 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2023–2028 (USD MILLION) 229
TABLE 178 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 229
TABLE 179 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 230
TABLE 180 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 230
TABLE 181 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 230
TABLE 182 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 231
TABLE 183 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 231
TABLE 184 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2017–2022 (USD MILLION) 232
TABLE 185 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 232
11.5.3 UAE 232
11.5.3.1 Implementation of National Artificial Intelligence Strategy 2031 and investment in innovative technologies to propel market 232
11.5.4 KSA 233
11.5.4.1 Saudi Arabia’s Vision 2030 commitment to AI to fuel demand for AI data management solutions 233
11.5.5 SOUTH AFRICA 233
11.5.5.1 Growing ICT sector and adoption of AI technologies to fuel demand for diverse AI-driven solutions 233
11.5.6 TURKEY 234
11.5.6.1 Rapid growth of cloud and online services driving demand for high-speed data delivery to propel market 234
11.5.7 REST OF MIDDLE EAST & AFRICA 234
11.6 LATIN AMERICA 235
11.6.1 LATIN AMERICA: AI DATA MANAGEMENT MARKET DRIVERS 236
11.6.2 LATIN AMERICA: RECESSION IMPACT ANALYSIS 236
TABLE 186 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY OFFERING, 2017–2022 (USD MILLION) 237
TABLE 187 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY OFFERING, 2023–2028 (USD MILLION) 237
TABLE 188 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2017–2022 (USD MILLION) 237
TABLE 189 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2023–2028 (USD MILLION) 238
TABLE 190 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2017–2022 (USD MILLION) 238
TABLE 191 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2023–2028 (USD MILLION) 239
TABLE 192 LATIN AMERICA: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION) 239
TABLE 193 LATIN AMERICA: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION) 239
TABLE 194 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY SERVICE, 2017–2022 (USD MILLION) 240
TABLE 195 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY SERVICE, 2023–2028 (USD MILLION) 240
TABLE 196 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2017–2022 (USD MILLION) 240
TABLE 197 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2023–2028 (USD MILLION) 241
TABLE 198 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 241
TABLE 199 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 241
TABLE 200 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 242
TABLE 201 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 242
TABLE 202 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 243
TABLE 203 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 243
TABLE 204 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2017–2022 (USD MILLION) 244
TABLE 205 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 244
11.6.3 BRAZIL 244
11.6.3.1 Robust software development and implementation of stringent regulations to create favorable environment for AI data management to drive market 244
11.6.4 MEXICO 245
11.6.4.1 Burgeoning IT industry and adoption of comprehensive national AI strategy to drive market 245
11.6.5 ARGENTINA 245
11.6.5.1 Increasing tech-savvy population, significant broadband penetration rates, and rising development of new technologies to propel market 245
11.6.6 REST OF LATIN AMERICA 246
12 COMPETITIVE LANDSCAPE 247
12.1 OVERVIEW 247
12.2 KEY PLAYER STRATEGIES/RIGHT TO WIN 247
TABLE 206 OVERVIEW OF STRATEGIES ADOPTED BY KEY AI DATA MANAGEMENT VENDORS 247
12.3 REVENUE ANALYSIS 249
FIGURE 50 TOP 5 PLAYERS TO DOMINATE MARKET IN LAST 5 YEARS 249
12.4 MARKET SHARE ANALYSIS 249
FIGURE 51 MARKET SHARE ANALYSIS FOR KEY PLAYERS, 2022 250
TABLE 207 AI DATA MANAGEMENT MARKET: DEGREE OF COMPETITION 250
12.5 BRAND/PRODUCT COMPARATIVE ANALYSIS 251
FIGURE 52 AI DATA MANAGEMENT MARKET: BRAND/PRODUCT COMPARATIVE ANALYSIS 251
12.6 COMPANY EVALUATION MATRIX 251
12.6.1 STARS 251
12.6.2 EMERGING LEADERS 251
12.6.3 PERVASIVE PLAYERS 252
12.6.4 PARTICIPANTS 252
FIGURE 53 AI DATA MANAGEMENT MARKET: COMPANY EVALUATION MATRIX, 2022 252
12.6.5 COMPANY FOOTPRINT OF KEY PLAYERS 253
TABLE 208 PRODUCT FOOTPRINT (20 COMPANIES) 253
TABLE 209 VERTICAL FOOTPRINT (20 COMPANIES) 254
TABLE 210 REGION FOOTPRINT (20 COMPANIES) 255
TABLE 211 OVERALL COMPANY FOOTPRINT (20 COMPANIES) 256
12.7 START-UP/SME EVALUATION MATRIX, 2022 257
12.7.1 PROGRESSIVE COMPANIES 257
12.7.2 RESPONSIVE COMPANIES 257
12.7.3 DYNAMIC COMPANIES 257
12.7.4 STARTING BLOCKS 257
FIGURE 54 AI DATA MANAGEMENT MARKET: START-UP/SME EVALUATION MATRIX, 2022 258
12.7.5 COMPETITIVE BENCHMARKING 259
TABLE 212 AI DATA MANAGEMENT MARKET: DETAILED LIST OF KEY START-UPS/SMES 259
TABLE 213 AI DATA MANAGEMENT MARKET: COMPETITIVE BENCHMARKING OF KEY START-UPS/SMES 260
12.8 COMPETITIVE SCENARIO AND TRENDS 260
12.8.1 PRODUCT LAUNCHES 260
TABLE 214 AI DATA MANAGEMENT MARKET: PRODUCT LAUNCHES, MAY 2021–DECEMBER 2023 260
12.8.2 DEALS 263
TABLE 215 AI DATA MANAGEMENT MARKET: DEALS, FEBRUARY 2021–NOVEMBER 2023 263
12.8.3 OTHERS 266
TABLE 216 AI DATA MANAGEMENT MARKET: OTHERS, JULY 2021–NOVEMBER 2023 266
12.9 VALUATION AND FINANCIAL METRICS OF KEY VENDORS 267
FIGURE 55 VALUATION AND FINANCIAL METRICS OF KEY VENDORS 267
12.10 YTD PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS 267
FIGURE 56 YTD PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS 267
13 COMPANY PROFILES 268
13.1 INTRODUCTION 268
(Business overview, Products/Solutions/Services offered, Recent developments & MnM View)*
13.2 KEY PLAYERS 268
13.2.1 MICROSOFT 268
FIGURE 57 MICROSOFT: COMPANY SNAPSHOT 269
TABLE 218 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED 269
TABLE 219 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS 271
TABLE 220 MICROSOFT: DEALS 272
13.2.2 IBM 276
TABLE 222 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED 277
TABLE 223 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS 279
TABLE 224 IBM: DEALS 280
TABLE 225 IBM: OTHERS 282
13.2.3 AWS 284
TABLE 226 AWS: COMPANY OVERVIEW 284
FIGURE 59 AWS: COMPANY SNAPSHOT 285
TABLE 230 AWS: OTHERS 290
13.2.4 GOOGLE 292
FIGURE 60 GOOGLE: COMPANY SNAPSHOT 293
13.2.5 ORACLE 305
TABLE 237 ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 306
TABLE 239 ORACLE: DEALS 309
13.2.6 SALESFORCE 312
TABLE 240 SALESFORCE: COMPANY OVERVIEW 312
FIGURE 62 SALESFORCE: COMPANY SNAPSHOT 313
TABLE 241 SALESFORCE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 313
TABLE 242 SALESFORCE: PRODUCT LAUNCHES AND ENHANCEMENTS 315
TABLE 243 SALESFORCE: DEALS 317
13.2.7 SAP 320
TABLE 244 SAP: COMPANY OVERVIEW 320
FIGURE 63 SAP: COMPANY SNAPSHOT 321
TABLE 245 SAP: PRODUCTS/SOLUTIONS/SERVICES OFFERED 321
TABLE 246 SAP: PRODUCT LAUNCHES AND ENHANCEMENTS 323
TABLE 247 SAP: DEALS 324
TABLE 248 SAP: OTHERS 326
13.2.8 SAS INSTITUTE 327
13.2.9 HPE 334
TABLE 253 HPE: COMPANY OVERVIEW 334
FIGURE 64 HPE: COMPANY SNAPSHOT 335
TABLE 254 HPE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 336
TABLE 255 HPE: PRODUCT LAUNCHES AND ENHANCEMENTS 337
TABLE 256 HPE: DEALS 337
13.2.10 SNOWFLAKE 339
TABLE 257 SNOWFLAKE: COMPANY OVERVIEW 339
FIGURE 65 SNOWFLAKE: COMPANY SNAPSHOT 340
TABLE 258 SNOWFLAKE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 340
TABLE 259 SNOWFLAKE: PRODUCT LAUNCHES AND ENHANCEMENTS 341
TABLE 260 SNOWFLAKE: DEALS 342
TABLE 261 SNOWFLAKE: OTHERS 344
13.2.11 TERADATA 345
TABLE 262 TERADATA: COMPANY OVERVIEW 345
FIGURE 66 TERADATA: COMPANY SNAPSHOT 346
TABLE 263 TERADATA: PRODUCTS/SOLUTIONS/SERVICES OFFERED 346
TABLE 264 TERADATA: PRODUCT LAUNCHES AND ENHANCEMENTS 347
TABLE 265 TERADATA: DEALS 348
TABLE 266 TERADATA: OTHERS 350
13.2.12 INFORMATICA 351
TABLE 267 INFORMATICA: COMPANY OVERVIEW 351
FIGURE 67 INFORMATICA: COMPANY SNAPSHOT 352
TABLE 268 INFORMATICA: PRODUCTS/SOLUTIONS/SERVICES OFFERED 353
TABLE 269 INFORMATICA: PRODUCT LAUNCHES AND ENHANCEMENTS 354
TABLE 270 INFORMATICA: DEALS 356
TABLE 271 INFORMATICA: OTHERS 360
13.2.13 DATABRICKS 361
13.2.14 TIBCO SOFTWARE 371
13.2.15 QLIK 376
TABLE 285 QLIK: OTHERS 383
13.2.16 COLLIBRA 384
13.2.17 DATAIKU 385
13.2.18 ALTERYX 386
13.2.19 DATAMATICS BUSINESS SOLUTIONS 387
13.2.20 ACCENTURE 388
*Details on Business overview, Products/Solutions/Services offered, Recent developments & MnM View might not be captured in case of unlisted companies.
13.3 START-UPS/SMES 389
13.3.1 ATACCAMA CORPORATION 389
13.3.2 RELTIO 390
13.3.3 TAMR 391
13.3.4 THOUGHTSPOT 392
13.3.5 ATSCALE 393
13.3.6 ALATION 394
13.3.7 CLARIFAI 395
13.3.8 DDN STORAGE 396
13.3.9 DATALOOP AI 397
13.3.10 ASTERA SOFTWARE 398
14 ADJACENT AND RELATED MARKETS 399
14.1 INTRODUCTION 399
14.2 MASTER DATA MANAGEMENT MARKET 399
14.2.1 MARKET DEFINITION 399
14.2.2 MARKET OVERVIEW 399
TABLE 286 MASTER DATA MANAGEMENT MARKET SIZE AND GROWTH RATE, 2016–2021 (USD MILLION, Y-O-Y %) 400
TABLE 287 MASTER DATA MANAGEMENT MARKET SIZE AND GROWTH RATE, 2022–2027 (USD MILLION, Y-O-Y %) 400
14.2.2.1 Master data management market, by component 400
TABLE 288 MASTER DATA MANAGEMENT MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 400
TABLE 289 MASTER DATA MANAGEMENT MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 401
14.2.2.2 Master data management market, by deployment type 401
TABLE 290 MASTER DATA MANAGEMENT MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 401
TABLE 291 MASTER DATA MANAGEMENT MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 401
14.2.2.3 Master data management market, by organization size 402
TABLE 292 MASTER DATA MANAGEMENT MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 402
TABLE 293 MASTER DATA MANAGEMENT MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 402
14.2.2.4 Master data management market, by vertical 402
TABLE 294 MASTER DATA MANAGEMENT MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 403
TABLE 295 MASTER DATA MANAGEMENT MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 403
14.2.2.5 Master data management market, by region 403
TABLE 296 MASTER DATA MANAGEMENT MARKET, BY REGION, 2016–2021 (USD MILLION) 404
TABLE 297 MASTER DATA MANAGEMENT MARKET, BY REGION, 2022–2027 (USD MILLION) 404
14.3 METADATA MANAGEMENT TOOLS MARKET 404
14.3.1 MARKET DEFINITION 404
14.3.2 MARKET OVERVIEW 404
TABLE 298 GLOBAL METADATA MANAGEMENT TOOLS MARKET SIZE AND GROWTH RATE, 2015–2020 (USD MILLION, Y-O-Y%) 406
TABLE 299 GLOBAL METADATA MANAGEMENT TOOLS MARKET SIZE AND GROWTH RATE, 2021–2026 (USD MILLION, Y-O-Y%) 406
14.3.2.1 Metadata management tools market, by application 406
TABLE 300 METADATA MANAGEMENT TOOLS MARKET, BY APPLICATION, 2015–2020 (USD MILLION) 406
TABLE 301 METADATA MANAGEMENT TOOLS MARKET, BY APPLICATION, 2021–2026 (USD MILLION) 407
14.3.2.2 Metadata management tools market, by business function 407
TABLE 302 METADATA MANAGEMENT TOOLS MARKET, BY BUSINESS FUNCTION, 2015–2020 (USD MILLION) 407
TABLE 303 METADATA MANAGEMENT TOOLS MARKET, BY BUSINESS FUNCTION, 2021–2026 (USD MILLION) 408
14.3.2.3 Metadata management tools market, by organization size 408
TABLE 304 METADATA MANAGEMENT TOOLS MARKET, BY ORGANIZATION SIZE, 2015–2020 (USD MILLION) 408
TABLE 305 METADATA MANAGEMENT TOOLS MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 409
14.3.2.4 Metadata management tools market, by vertical 409
TABLE 306 METADATA MANAGEMENT TOOLS MARKET, BY VERTICAL, 2015–2020 (USD MILLION) 409
TABLE 307 METADATA MANAGEMENT TOOLS MARKET, BY VERTICAL, 2021–2026 (USD MILLION) 410
14.3.2.5 Metadata management tools market, by component 410
TABLE 308 METADATA MANAGEMENT TOOLS MARKET, BY COMPONENT, 2015–2020 (USD MILLION) 410
TABLE 309 METADATA MANAGEMENT TOOLS MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 411
14.3.2.6 Metadata management tools market, by metadata type 411
TABLE 310 METADATA MANAGEMENT TOOLS MARKET, BY METADATA TYPE, 2015–2020 (USD MILLION) 411
TABLE 311 METADATA MANAGEMENT TOOLS MARKET, BY METADATA TYPE, 2021–2026 (USD MILLION) 411
14.3.2.7 Metadata management tools market, by deployment mode 412
TABLE 312 METADATA MANAGEMENT TOOLS MARKET, BY DEPLOYMENT MODE, 2015–2020 (USD MILLION) 412
TABLE 313 METADATA MANAGEMENT TOOLS MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 412
14.3.2.8 Metadata management tools market, by region 412
TABLE 314 METADATA MANAGEMENT MARKET, BY REGION, 2015–2020 (USD MILLION) 413
TABLE 315 METADATA MANAGEMENT MARKET, BY REGION, 2021–2026 (USD MILLION) 413
15 APPENDIX 414
15.1 DISCUSSION GUIDE 414
15.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 420
15.3 CUSTOMIZATION OPTIONS 422
15.4 RELATED REPORTS 422
15.5 AUTHOR DETAILS 423
