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
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. 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.
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:
“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%
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.
1 INTRODUCTION
1.1 STUDY OBJECTIVES
1.2 MARKET DEFINITION
1.3 MARKET SCOPE
1.3.1 MARKET SEGMENTATION
1.3.2 INCLUSIONS AND EXCLUSIONS
1.3.3 REGIONS COVERED
1.4 YEARS CONSIDERED
1.5 CURRENCY CONSIDERED
1.6 STAKEHOLDERS
2 RESEARCH METHODOLOGY
2.1 RESEARCH DATA
FIGURE 1 AI DATA MANAGEMENT MARKET: RESEARCH DESIGN
2.1.1 SECONDARY DATA
2.1.2 PRIMARY DATA
TABLE 1 AI DATA MANAGEMENT MARKET: PRIMARY INTERVIEWS
2.1.2.1 Breakup of primary profiles
2.1.2.2 Key insights from industry experts
2.2 DATA TRIANGULATION AND MARKET BREAKUP
FIGURE 2 AI DATA MANAGEMENT MARKET: DATA TRIANGULATION
2.3 MARKET SIZE ESTIMATION
FIGURE 3 AI DATA MANAGEMENT MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
2.3.1 TOP-DOWN APPROACH
2.3.2 BOTTOM-UP APPROACH
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 1 (SUPPLY SIDE): REVENUE FROM AI DATA MANAGEMENT/SERVICES
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 2, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM ALL AI DATA MANAGEMENT/SERVICE COMPANIES
FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 3, BOTTOM-UP (SUPPLY SIDE): REVENUES OF TOP PLAYERS AND SOURCES OF DATA
FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 4, BOTTOM-UP (DEMAND SIDE): SHARE OF OVERALL AI DATA MANAGEMENT SPENDING
2.4 MARKET FORECAST
TABLE 2 FACTOR ANALYSIS
2.5 ASSUMPTIONS
2.6 LIMITATIONS
2.7 IMPACT OF RECESSION
TABLE 3 IMPACT OF RECESSION ON GLOBAL AI DATA MANAGEMENT MARKET
3 EXECUTIVE SUMMARY
TABLE 4 AI DATA MANAGEMENT MARKET SIZE AND GROWTH RATE, 2017–2022 (USD MILLION, Y-O-Y)
TABLE 5 AI DATA MANAGEMENT MARKET SIZE AND GROWTH RATE, 2023–2028 (USD MILLION, Y-O-Y)
FIGURE 8 PLATFORM SEGMENT TO HOLD LARGEST MARKET DURING FORECAST PERIOD
FIGURE 9 DATA WAREHOUSING SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
FIGURE 10 CLOUD DEPLOYMENT MODE TO ACCOUNT FOR LARGER MARKET SHARE DURING FORECAST PERIOD
FIGURE 11 DATA INTEGRATION & ETL SOFTWARE TOOLS SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
FIGURE 12 CONSULTING SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
FIGURE 13 IMAGE DATA SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
FIGURE 14 MACHINE LEARNING TECHNOLOGY SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
FIGURE 15 PROCESS AUTOMATION SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
FIGURE 16 BFSI VERTICAL TO ACCOUNT FOR LARGEST MARKET SHARE DURING FORECAST PERIOD
FIGURE 17 ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
4 PREMIUM INSIGHTS
4.1 ATTRACTIVE OPPORTUNITIES FOR KEY PLAYERS IN AI DATA MANAGEMENT MARKET
FIGURE 18 EXPONENTIAL GROWTH OF DIVERSE AND VOLUMINOUS DATASETS TO FUEL ACCURATE MODEL TRAINING AND ENHANCE ALGORITHMIC PERFORMANCE
4.2 AI DATA MANAGEMENT MARKET, BY APPLICATION
FIGURE 19 PROCESS AUTOMATION SEGMENT TO HOLD LARGEST MARKET SHARE DURING FORECAST PERIOD
4.3 AI DATA MANAGEMENT MARKET, BY OFFERING & KEY VERTICAL
FIGURE 20 PLATFORM SEGMENT AND BFSI VERTICAL TO ACCOUNT FOR LARGEST SHARES IN 2023
4.4 AI DATA MANAGEMENT MARKET, BY REGION
FIGURE 21 NORTH AMERICA TO ACCOUNT FOR LARGEST SHARE IN 2023
5 MARKET OVERVIEW AND INDUSTRY TRENDS
5.1 INTRODUCTION
5.2 MARKET DYNAMICS
FIGURE 22 AI DATA MANAGEMENT MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
5.2.1 DRIVERS
5.2.1.1 Adoption of AI-powered data fabric solutions and automated integration
5.2.1.2 Emergence and widespread adoption of cloud computing and evolution in cloud technology
5.2.1.3 Rapid advancements in AI and ML and adoption of transformative data management solutions
5.2.2 RESTRAINTS
5.2.2.1 Scarcity of relevant, comprehensive, and high-quality data
5.2.2.2 Susceptibility to biases and inaccuracies
5.2.3 OPPORTUNITIES
5.2.3.1 Automated data cleaning to revolutionize data preparation for better insights
5.2.3.2 Enhanced predictive analytics to empower businesses to anticipate future trends
5.2.3.3 Rise of personalized and adaptive systems
5.2.4 CHALLENGES
5.2.4.1 Acquiring and curating large datasets leading to need for substantial resources
5.2.4.2 Lack of professional knowledge and scarcity of skilled AI experts
5.2.4.3 Limited access to specialized education and training programs tailored to AI data management
5.3 AI DATA MANAGEMENT MARKET: ARCHITECTURE
FIGURE 23 ARCHITECTURE OF AI DATA MANAGEMENT SOLUTIONS
5.4 AI DATA MANAGEMENT MARKET: EVOLUTION
FIGURE 24 EVOLUTION OF AI DATA MANAGEMENT SOLUTIONS
5.5 SUPPLY CHAIN ANALYSIS
FIGURE 25 AI DATA MANAGEMENT MARKET: SUPPLY CHAIN ANALYSIS
5.6 ECOSYSTEM/MARKET MAP
FIGURE 26 KEY PLAYERS IN AI DATA MANAGEMENT MARKET ECOSYSTEM
TABLE 6 AI DATA MANAGEMENT MARKET: ECOSYSTEM
5.6.1 PLATFORM PROVIDERS
5.6.2 SOFTWARE PROVIDERS
5.6.3 SERVICE PROVIDERS
5.6.4 REGULATORY BODIES
5.7 CASE STUDY ANALYSIS
5.7.1 CASE STUDY 1: TAMR’S HEALTHCARE PROVIDERS DATA PRODUCT UNIFIED VAST DATA SOURCES AND CREATED RELIABLE RECORDS FOR P360
5.7.2 CASE STUDY 2: ALATION EMPOWERED AUSTRALIAN ENERGY COMPANY'S DIGITAL TRANSFORMATION THROUGH DATA GOVERNANCE AND CURATED INSIGHTS
5.7.3 CASE STUDY 3: VIACOM18 DEPLOYED AZURE DATABRICKS TO ACCELERATE VIEWER PERSONALIZATION, BOOST PRODUCTIVITY, AND ENHANCE INSIGHTS
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
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
5.8 TARIFF AND REGULATORY LANDSCAPE
TABLE 7 TARIFF RELATED TO AI DATA MANAGEMENT SOFTWARE AS A SERVICE SOLUTIONS
5.8.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 8 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 9 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 10 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 11 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 12 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
5.8.2 NORTH AMERICA
5.8.2.1 US
5.8.2.2 Canada
5.8.3 EUROPE
5.8.4 ASIA PACIFIC
5.8.4.1 South Korea
5.8.4.2 China
5.8.4.3 India
5.8.5 MIDDLE EAST & AFRICA
5.8.5.1 UAE
5.8.5.2 KSA
5.8.5.3 Bahrain
5.8.6 LATIN AMERICA
5.8.6.1 Brazil
5.8.6.2 Mexico
5.9 PATENT ANALYSIS
5.9.1 METHODOLOGY
5.9.2 PATENTS FILED, BY DOCUMENT TYPE
TABLE 13 PATENTS FILED, 2013–2023
5.9.3 INNOVATION AND PATENT APPLICATIONS
FIGURE 27 NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2013–2023
5.9.3.1 Top 10 applicants in AI data management market
FIGURE 28 TOP APPLICANTS IN AI DATA MANAGEMENT MARKET, 2013–2023
FIGURE 29 REGIONAL ANALYSIS OF PATENTS GRANTED, 2013–2023
TABLE 14 TOP 20 PATENT OWNERS IN AI DATA MANAGEMENT MARKET, 2013–2023
TABLE 15 LIST OF PATENTS GRANTED IN AI DATA MANAGEMENT MARKET, 2023
5.10 TRADE ANALYSIS FOR AI DATA MANAGEMENT SOFTWARE
5.10.1 IMPORT SCENARIO OF COMPUTER SOFTWARE
FIGURE 30 COMPUTER SOFTWARE IMPORTS, BY KEY COUNTRY, 2015–2022 (USD BILLION)
5.10.2 EXPORT SCENARIO OF COMPUTER SOFTWARE
FIGURE 31 COMPUTER SOFTWARE EXPORTS, BY KEY COUNTRY, 2015–2022 (USD BILLION)
5.11 TECHNOLOGY ANALYSIS
5.11.1 AI DATA MANAGEMENT MARKET: TECHNOLOGY ANALYSIS
5.11.1.1 Key Technologies
5.11.1.1.1 ML
5.11.1.1.2 NLP
5.11.1.1.3 Computer Vision
5.11.1.1.4 Edge AI
5.11.1.2 Complementary Technologies
5.11.1.2.1 Big Data
5.11.1.2.2 Cloud Computing
5.11.1.2.3 5G
5.11.1.2.4 Predictive Analytics
5.11.1.3 Adjacent Technologies
5.11.1.3.1 IoT
5.11.1.3.2 Edge Computing
5.11.1.3.3 Blockchain
5.11.1.3.4 Digital Twins
5.12 PRICING ANALYSIS
5.12.1 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, TOP 3 SOFTWARE TOOLS
FIGURE 32 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, TOP 3 SOFTWARE TOOLS
5.12.2 INDICATIVE PRICING ANALYSIS OF AI DATA MANAGEMENT, BY OFFERING
TABLE 16 INDICATIVE PRICING LEVELS OF AI DATA MANAGEMENT SOLUTIONS, BY OFFERING
5.13 PORTER’S FIVE FORCES ANALYSIS
FIGURE 33 AI DATA MANAGEMENT MARKET: PORTER’S FIVE FORCES ANALYSIS
TABLE 17 IMPACT OF PORTER’S FIVE FORCES ON AI DATA MANAGEMENT MARKET
5.13.1 THREAT OF NEW ENTRANTS
5.13.2 THREAT OF SUBSTITUTES
5.13.3 BARGAINING POWER OF SUPPLIERS
5.13.4 BARGAINING POWER OF BUYERS
5.13.5 INTENSITY OF COMPETITIVE RIVALRY
5.14 TRENDS/DISRUPTIONS IMPACTING CUSTOMER’S BUSINESS
FIGURE 34 REVENUE SHIFT FOR AI DATA MANAGEMENT MARKET
5.15 KEY CONFERENCES & EVENTS, 2023–2025
TABLE 18 AI DATA MANAGEMENT MARKET: DETAILED LIST OF CONFERENCES & EVENTS, 2023–2025
5.16 KEY STAKEHOLDERS & BUYING CRITERIA
5.16.1 KEY STAKEHOLDERS IN BUYING PROCESS
FIGURE 35 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS
TABLE 19 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS
5.16.2 BUYING CRITERIA
FIGURE 36 KEY BUYING CRITERIA FOR TOP THREE VERTICALS
TABLE 20 KEY BUYING CRITERIA FOR TOP THREE VERTICALS
5.17 TECHNOLOGY ROADMAP OF AI DATA MANAGEMENT MARKET
TABLE 21 SHORT-TERM ROADMAP, 2023–2025
TABLE 22 MID-TERM ROADMAP, 2026–2028
TABLE 23 LONG-TERM ROADMAP, 2029–2030
5.18 BEST PRACTICES IN AI DATA MANAGEMENT MARKET
5.19 BUSINESS MODELS OF AI DATA MANAGEMENT MARKET
5.19.1 DATA AS A SERVICE (DAAS)
5.19.2 AI-POWERED ANALYTICS AND INSIGHTS
5.19.3 DATA GOVERNANCE AND COMPLIANCE SOLUTIONS
5.19.4 PERSONALIZATION AND RECOMMENDATION ENGINES
5.19.5 AI INFRASTRUCTURE AND TOOLING
6 AI DATA MANAGEMENT MARKET, BY OFFERING
6.1 INTRODUCTION
6.1.1 OFFERING: AI DATA MANAGEMENT MARKET DRIVERS
FIGURE 37 SERVICES SEGMENT TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD
TABLE 24 AI DATA MANAGEMENT MARKET, BY OFFERING, 2017–2022 (USD MILLION)
TABLE 25 AI DATA MANAGEMENT MARKET, BY OFFERING, 2023–2028 (USD MILLION)
6.2 OFFERING, BY TYPE
6.2.1 PLATFORM
6.2.1.1 AI data management platforms to provide end-to-end solutions that streamline data handling across AI lifecycle
FIGURE 38 DATA WAREHOUSING SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
TABLE 26 AI DATA MANAGEMENT MARKET, BY PLATFORM, 2017–2022 (USD MILLION)
TABLE 27 AI DATA MANAGEMENT MARKET, BY PLATFORM, 2023–2028 (USD MILLION)
TABLE 28 PLATFORM: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 29 PLATFORM: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.1.2 Data collection & ingestion
6.2.1.3 Data preparation & processing
6.2.1.4 Data warehousing
6.2.1.5 Data analytics
6.2.1.6 Data governance
6.2.1.7 Data quality management
6.2.1.8 Data lifecycle management
6.2.1.9 Other platforms
6.2.2 SOFTWARE TOOLS
6.2.2.1 AI data management software tools to streamline data handling and analysis within AI ecosystems
FIGURE 39 DATA INTEGRATION & ETL SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
TABLE 30 AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2017–2022 (USD MILLION)
TABLE 31 AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2023–2028 (USD MILLION)
TABLE 32 SOFTWARE TOOLS: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 33 SOFTWARE TOOLS: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.2.2 Data integration & ETL
6.2.2.3 Data visualization & reporting
6.2.2.4 Data modeling
6.2.2.5 Data security & privacy
6.2.2.6 Data labeling & annotation
6.2.2.7 Data cleaning & normalization
6.2.2.8 Data versioning
6.2.3 SERVICES
6.2.3.1 Need for expertise in data governance, data quality, and AI-driven analytics to drive demand for AI data management services
FIGURE 40 CONSULTING SERVICES SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
TABLE 34 AI DATA MANAGEMENT MARKET, BY SERVICE, 2017–2022 (USD MILLION)
TABLE 35 AI DATA MANAGEMENT MARKET, BY SERVICE, 2023–2028 (USD MILLION)
6.2.3.2 Consulting
6.2.3.3 System integration & implementation
6.2.3.4 Support & maintenance
6.2.3.5 Data migration
6.2.3.6 AI change management & adoption
6.2.3.7 AI platform administration
6.3 OFFERING, BY DEPLOYMENT MODE
FIGURE 41 CLOUD DEPLOYMENT MODE TO WITNESS HIGHER CAGR DURING FORECAST PERIOD
TABLE 36 AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION)
TABLE 37 AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
6.3.1 CLOUD
6.3.1.1 Scalability and accessibility of cloud-based AI data management solutions to fuel its demand
TABLE 38 CLOUD: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 39 CLOUD: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3.2 ON-PREMISES
6.3.2.1 Stringent data governance and security requirements to propel demand for on-premises AI data management solutions
TABLE 40 ON-PREMISES: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 41 ON-PREMISES: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
7 AI DATA MANAGEMENT MARKET, BY DATA TYPE
7.1 INTRODUCTION
7.1.1 DATA TYPE: AI DATA MANAGEMENT MARKET DRIVERS
FIGURE 42 TEXT DATA SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 42 AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2017–2022 (USD MILLION)
TABLE 43 AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2023–2028 (USD MILLION)
7.2 AUDIO DATA
7.2.1 RISING ADOPTION OF VOICE-ENABLED DEVICES AND PERSONALIZED AUDIO EXPERIENCES TO PROPEL MARKET
TABLE 44 AUDIO DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 45 AUDIO DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
7.3 SPEECH & VOICE DATA
7.3.1 RISE OF VOICE-CONTROLLED DEVICES AND DEMAND FOR SEAMLESS SPEECH RECOGNITION TECHNOLOGIES TO DRIVE MARKET
TABLE 46 SPEECH & VOICE DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 47 SPEECH & VOICE DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
7.4 IMAGE DATA
7.4.1 NEED FOR IMAGE RECOGNITION TECHNOLOGIES ACROSS INDUSTRIES TO BOOST DEMAND FOR AI DATA MANAGEMENT FOR IMAGE DATA
TABLE 48 IMAGE DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 49 IMAGE DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
7.5 TEXT DATA
7.5.1 REQUIREMENT FOR SENTIMENT ANALYSIS AND LANGUAGE PROCESSING TECHNOLOGIES TO DRIVE MARKET
TABLE 50 TEXT DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 51 TEXT DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
7.6 VIDEO DATA
7.6.1 NEED FOR VIDEO ANALYTICS IN VARIOUS VERTICALS TO FUEL GROWTH OF AI DATA MANAGEMENT FOR VIDEO DATA
TABLE 52 VIDEO DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 53 VIDEO DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
8 AI DATA MANAGEMENT MARKET, BY TECHNOLOGY
8.1 INTRODUCTION
8.1.1 TECHNOLOGY: AI DATA MANAGEMENT MARKET DRIVERS
FIGURE 43 MACHINE LEARNING TECHNOLOGY SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
TABLE 54 AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
TABLE 55 AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
8.2 MACHINE LEARNING
8.2.1 NEED FOR ACCURATE AND PREDICTIVE MACHINE LEARNING MODELS TO FUEL DEMAND FOR ROBUST AI DATA MANAGEMENT
TABLE 56 MACHINE LEARNING: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 57 MACHINE LEARNING: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
8.2.2 DEEP LEARNING
8.2.2.1 CNNs
8.2.2.2 RNNs
8.2.2.3 Generative AI
8.3 NATURAL LANGUAGE PROCESSING
8.3.1 INCREASING DEMAND FOR ADVANCED LANGUAGE UNDERSTANDING AND COMMUNICATION CAPABILITIES TO DRIVE MARKET
TABLE 58 NATURAL LANGUAGE PROCESSING: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 59 NATURAL LANGUAGE PROCESSING: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
8.4 COMPUTER VISION
8.4.1 GROWING NEED FOR ACCURATE IMAGE AND VIDEO ANALYSIS ACROSS INDUSTRIES TO PROPEL DEMAND FOR COMPUTER VISION TECHNOLOGY
TABLE 60 COMPUTER VISION: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 61 COMPUTER VISION: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
8.5 CONTEXT AWARENESS
8.5.1 CONTEXT AWARENESS IN AI DATA MANAGEMENT TO DELIVER TAILORED EXPERIENCES, OPTIMIZE DECISION-MAKING, AND PERSONALIZE INTERACTIONS
TABLE 62 CONTEXT AWARENESS: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 63 CONTEXT AWARENESS: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
9 AI DATA MANAGEMENT MARKET, BY APPLICATION
9.1 INTRODUCTION
9.1.1 APPLICATION: AI DATA MANAGEMENT MARKET DRIVERS
FIGURE 44 IMPUTATION PREDICTIVE MODELING SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 64 AI DATA MANAGEMENT MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
TABLE 65 AI DATA MANAGEMENT MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
9.2 PROCESS AUTOMATION
9.2.1 INCREASED OPERATIONAL EFFICIENCY AND REDUCED MANUAL INTERVENTION TO FUEL DEMAND FOR PROCESS AUTOMATION
TABLE 66 PROCESS AUTOMATION: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 67 PROCESS AUTOMATION: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
9.3 DATA VALIDATION & NOISE REDUCTION
9.3.1 NEED TO ENSURE DATA ACCURACY AND RELIABILITY AND REDUCE UNWANTED DISTORTIONS TO PROPEL MARKET
TABLE 68 DATA VALIDATION & NOISE REDUCTION: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 69 DATA VALIDATION & NOISE REDUCTION: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
9.4 DATA AUGMENTATION
9.4.1 NEED TO ENHANCE MODEL GENERALIZATION AND PERFORMANCE BY ARTIFICIALLY EXPANDING DATASETS TO DRIVE MARKET
TABLE 70 DATA AUGMENTATION: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 71 DATA AUGMENTATION: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
9.5 EXPLORATORY DATA ANALYSIS
9.5.1 NECESSITY OF UNCOVERING VALUABLE INSIGHTS, UNDERSTANDING DATA DISTRIBUTIONS, AND PREPARING DATA FOR SUBSEQUENT MODELING OR ANALYSIS TO DRIVE MARKET
TABLE 72 EXPLORATORY DATA ANALYSIS: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 73 EXPLORATORY DATA ANALYSIS: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
9.6 IMPUTATION & PREDICTIVE MODELING
9.6.1 NEED TO HANDLE MISSING DATA EFFECTIVELY AND GENERATE ACCURATE PREDICTIONS TO PROPEL MARKET
TABLE 74 IMPUTATION & PREDICTIVE MODELING: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 75 IMPUTATION & PREDICTIVE MODELING: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
9.7 DATA ANONYMIZATION & COMPRESSION
9.7.1 NEED TO ENSURE PRIVACY, REDUCE STORAGE REQUIREMENTS, AND OPTIMIZE DATA PROCESSING TO DRIVE MARKET
TABLE 76 DATA ANONYMIZATION & COMPRESSION: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 77 DATA ANONYMIZATION & COMPRESSION: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
9.8 OTHER APPLICATIONS
TABLE 78 OTHER APPLICATIONS: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 79 OTHER APPLICATIONS: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
10 AI DATA MANAGEMENT MARKET, BY VERTICAL
10.1 INTRODUCTION
10.1.1 VERTICAL: AI DATA MANAGEMENT MARKET DRIVERS
FIGURE 45 BFSI VERTICAL TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
TABLE 80 AI DATA MANAGEMENT MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
TABLE 81 AI DATA MANAGEMENT MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
10.2 BANKING, FINANCIAL SERVICES, AND INSURANCE
TABLE 82 BFSI: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 83 BFSI: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
10.2.1 FRAUD DETECTION
10.2.2 CUSTOMER CHURN PREDICTION
10.2.3 CREDIT RISK ASSESSMENT
10.2.4 ANTI-MONEY LAUNDERING (AML) COMPLIANCE
10.2.5 OTHER BFSI APPLICATION TYPES
10.3 RETAIL & ECOMMERCE
TABLE 84 RETAIL & ECOMMERCE: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 85 RETAIL & ECOMMERCE: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
10.3.1 PERSONALIZED PRODUCT RECOMMENDATION
10.3.2 INVENTORY MANAGEMENT
10.3.3 DYNAMIC PRICING
10.3.4 CUSTOMER SENTIMENT ANALYSIS
10.3.5 OTHER RETAIL & ECOMMERCE APPLICATION TYPES
10.4 TELECOMMUNICATIONS
TABLE 86 TELECOMMUNICATIONS: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 87 TELECOMMUNICATIONS: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
10.4.1 NETWORK PERFORMANCE OPTIMIZATION
10.4.2 NETWORK SECURITY
10.4.3 QUALITY OF SERVICE MONITORING
10.4.4 CUSTOMER SUPPORT CHATBOTS
10.4.5 OTHER TELECOMMUNICATIONS APPLICATION TYPES
10.5 HEALTHCARE & LIFE SCIENCES
TABLE 88 HEALTHCARE & LIFE SCIENCES: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 89 HEALTHCARE & LIFE SCIENCES: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
10.5.1 DISEASE DIAGNOSIS
10.5.2 DRUG DISCOVERY
10.5.3 PATIENT MONITORING
10.5.4 CLINICAL TRAILS OPTIMIZATION
10.5.5 OTHER HEALTHCARE & LIFE SCIENCES APPLICATION TYPES
10.6 MANUFACTURING
TABLE 90 MANUFACTURING: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 91 MANUFACTURING: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
10.6.1 QUALITY CONTROL
10.6.2 ROBOTIC PROCESS AUTOMATION
10.6.3 DEMAND FORECASTING
10.6.4 PRODUCTION OPTIMIZATION
10.6.5 OTHER MANUFACTURING APPLICATION TYPES
10.7 IT & ITES
TABLE 92 IT & ITES: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 93 IT & ITES: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
10.7.1 IT SERVICE MANAGEMENT
10.7.2 PREDICTIVE MAINTENANCE
10.7.3 CAPACITY PLANNING
10.7.4 DATA BACKUP RECOVERY
10.7.5 OTHER IT & ITES APPLICATION TYPES
10.8 GOVERNMENT & DEFENSE
TABLE 94 GOVERNMENT & DEFENSE: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 95 GOVERNMENT & DEFENSE: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
10.8.1 NATURAL DISASTER RESPONSE
10.8.2 PREDICTIVE POLICING
10.8.3 BORDER CONTROL & IMMIGRATION
10.8.4 PUBLIC HEALTH MONITORING
10.8.5 OTHER GOVERNMENT & DEFENSE APPLICATION TYPES
10.9 MEDIA & ENTERTAINMENT
TABLE 96 MEDIA & ENTERTAINMENT: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 97 MEDIA & ENTERTAINMENT: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
10.9.1 CONTENT RECOMMENDATION
10.9.2 CONTENT CREATION
10.9.3 AUDIENCE ENGAGEMENT ANALYSIS
10.9.4 REAL-TIME STREAMING OPTIMIZATION
10.9.5 OTHER MEDIA & ENTERTAINMENT APPLICATION TYPES
10.10 ENERGY & UTILITIES
TABLE 98 ENERGY & UTILITIES: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 99 ENERGY & UTILITIES: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
10.10.1 GRID MANAGEMENT
10.10.2 ENERGY CONSUMPTION ANALYSIS
10.10.3 RENEWABLE ENERGY FORECASTING
10.10.4 ENVIRONMENTAL IMPACT ASSESSMENT
10.10.5 OTHER ENERGY & UTILITIES APPLICATION TYPES
10.11 OTHER VERTICALS
TABLE 100 OTHER VERTICALS: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 101 OTHER VERTICALS: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
11 AI DATA MANAGEMENT MARKET, BY REGION
11.1 INTRODUCTION
FIGURE 46 SOUTH AFRICA TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD
FIGURE 47 ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD
TABLE 102 AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 103 AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
11.2 NORTH AMERICA
11.2.1 NORTH AMERICA: AI DATA MANAGEMENT MARKET DRIVERS
11.2.2 NORTH AMERICA: RECESSION IMPACT ANALYSIS
FIGURE 48 NORTH AMERICA: MARKET SNAPSHOT
TABLE 104 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2017–2022 (USD MILLION)
TABLE 105 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
TABLE 106 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY OFFERING, 2017–2022 (USD MILLION)
TABLE 107 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 108 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2017–2022 (USD MILLION)
TABLE 109 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2023–2028 (USD MILLION)
TABLE 110 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2017–2022 (USD MILLION)
TABLE 111 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2023–2028 (USD MILLION)
TABLE 112 NORTH AMERICA: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION)
TABLE 113 NORTH AMERICA: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
TABLE 114 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY SERVICE, 2017–2022 (USD MILLION)
TABLE 115 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY SERVICE, 2023–2028 (USD MILLION)
TABLE 116 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2017–2022 (USD MILLION)
TABLE 117 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2023–2028 (USD MILLION)
TABLE 118 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
TABLE 119 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
TABLE 120 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
TABLE 121 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 122 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
TABLE 123 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
11.2.3 US
11.2.3.1 Robust innovation ecosystem, collaborative efforts, and government initiatives to drive market
11.2.4 CANADA
11.2.4.1 Demand for tech infrastructure, skilled workforce, well-established ecosystems, and National AI Strategy to propel market
11.3 EUROPE
11.3.1 EUROPE: AI DATA MANAGEMENT MARKET DRIVERS
11.3.2 EUROPE: RECESSION IMPACT ANALYSIS
TABLE 124 EUROPE: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2017–2022 (USD MILLION)
TABLE 125 EUROPE: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
TABLE 126 EUROPE: AI DATA MANAGEMENT MARKET, BY OFFERING, 2017–2022 (USD MILLION)
TABLE 127 EUROPE: AI DATA MANAGEMENT MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 128 EUROPE: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2017–2022 (USD MILLION)
TABLE 129 EUROPE: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2023–2028 (USD MILLION)
TABLE 130 EUROPE: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2017–2022 (USD MILLION)
TABLE 131 EUROPE: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2023–2028 (USD MILLION)
TABLE 132 EUROPE: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION)
TABLE 133 EUROPE: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
TABLE 134 EUROPE: AI DATA MANAGEMENT MARKET, BY SERVICE, 2017–2022 (USD MILLION)
TABLE 135 EUROPE: AI DATA MANAGEMENT MARKET, BY SERVICE, 2023–2028 (USD MILLION)
TABLE 136 EUROPE: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2017–2022 (USD MILLION)
TABLE 137 EUROPE: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2023–2028 (USD MILLION)
TABLE 138 EUROPE: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
TABLE 139 EUROPE: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
TABLE 140 EUROPE: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
TABLE 141 EUROPE: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 142 EUROPE: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
TABLE 143 EUROPE: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
11.3.3 UK
11.3.3.1 Need for diverse and talented workforce, thriving ecosystem, and strategic initiatives taken by government to drive market
11.3.4 GERMANY
11.3.4.1 Rising focus on AI research and implementation and skilled labor force to propel market
11.3.5 FRANCE
11.3.5.1 Strategic focus on open-source AI initiatives to transform AI data management market
11.3.6 SPAIN
11.3.6.1 Spanish government’s active support and initiatives to accelerate growth of AI to boost demand for AI data management market
11.3.7 ITALY
11.3.7.1 Well-established technology industry and strategic government initiatives to fuel demand for AI data management solutions
11.3.8 REST OF EUROPE
11.4 ASIA PACIFIC
11.4.1 ASIA PACIFIC: AI DATA MANAGEMENT MARKET DRIVERS
11.4.2 ASIA PACIFIC: RECESSION IMPACT ANALYSIS
FIGURE 49 ASIA PACIFIC: MARKET SNAPSHOT
TABLE 144 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY COUNTRY/REGION, 2017–2022 (USD MILLION)
TABLE 145 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY COUNTRY/REGION, 2023–2028 (USD MILLION)
TABLE 146 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY OFFERING, 2017–2022 (USD MILLION)
TABLE 147 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 148 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2017–2022 (USD MILLION)
TABLE 149 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2023–2028 (USD MILLION)
TABLE 150 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2017–2022 (USD MILLION)
TABLE 151 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2023–2028 (USD MILLION)
TABLE 152 ASIA PACIFIC: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION)
TABLE 153 ASIA PACIFIC: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
TABLE 154 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY SERVICE, 2017–2022 (USD MILLION)
TABLE 155 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY SERVICE, 2023–2028 (USD MILLION)
TABLE 156 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2017–2022 (USD MILLION)
TABLE 157 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2023–2028 (USD MILLION)
TABLE 158 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
TABLE 159 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
TABLE 160 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
TABLE 161 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 162 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
TABLE 163 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 164 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2017–2022 (USD MILLION)
TABLE 165 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
11.4.3 CHINA
11.4.3.1 Substantial investments in AI research and development and rising government initiatives for R&D to drive market
11.4.4 JAPAN
11.4.4.1 AI-driven healthcare industry and strategic government support to fuel demand for AI data management solutions
11.4.5 INDIA
11.4.5.1 Increasing investment in AI-driven R&D and establishment of National Program on AI to propel market
11.4.6 SOUTH KOREA
11.4.6.1 Robust ICT industry, high production of semiconductors, and AI patent dominance to accelerate market
11.4.7 AUSTRALIA & NEW ZEALAND
11.4.7.1 Increasing reliance on software solutions and rising awareness regarding strategic value of AI to propel market
11.4.8 REST OF ASIA PACIFIC
11.5 MIDDLE EAST & AFRICA
11.5.1 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET DRIVERS
11.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT ANALYSIS
TABLE 166 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY OFFERING, 2017–2022 (USD MILLION)
TABLE 167 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 168 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2017–2022 (USD MILLION)
TABLE 169 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2023–2028 (USD MILLION)
TABLE 170 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2017–2022 (USD MILLION)
TABLE 171 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2023–2028 (USD MILLION)
TABLE 172 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION)
TABLE 173 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
TABLE 174 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY SERVICE, 2017–2022 (USD MILLION)
TABLE 175 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY SERVICE, 2023–2028 (USD MILLION)
TABLE 176 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2017–2022 (USD MILLION)
TABLE 177 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2023–2028 (USD MILLION)
TABLE 178 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
TABLE 179 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
TABLE 180 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
TABLE 181 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 182 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
TABLE 183 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 184 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2017–2022 (USD MILLION)
TABLE 185 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
11.5.3 UAE
11.5.3.1 Implementation of National Artificial Intelligence Strategy 2031 and investment in innovative technologies to propel market
11.5.4 KSA
11.5.4.1 Saudi Arabia’s Vision 2030 commitment to AI to fuel demand for AI data management solutions
11.5.5 SOUTH AFRICA
11.5.5.1 Growing ICT sector and adoption of AI technologies to fuel demand for diverse AI-driven solutions
11.5.6 TURKEY
11.5.6.1 Rapid growth of cloud and online services driving demand for high-speed data delivery to propel market
11.5.7 REST OF MIDDLE EAST & AFRICA
11.6 LATIN AMERICA
11.6.1 LATIN AMERICA: AI DATA MANAGEMENT MARKET DRIVERS
11.6.2 LATIN AMERICA: RECESSION IMPACT ANALYSIS
TABLE 186 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY OFFERING, 2017–2022 (USD MILLION)
TABLE 187 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 188 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2017–2022 (USD MILLION)
TABLE 189 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2023–2028 (USD MILLION)
TABLE 190 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2017–2022 (USD MILLION)
TABLE 191 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2023–2028 (USD MILLION)
TABLE 192 LATIN AMERICA: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION)
TABLE 193 LATIN AMERICA: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
TABLE 194 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY SERVICE, 2017–2022 (USD MILLION)
TABLE 195 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY SERVICE, 2023–2028 (USD MILLION)
TABLE 196 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2017–2022 (USD MILLION)
TABLE 197 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2023–2028 (USD MILLION)
TABLE 198 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
TABLE 199 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
TABLE 200 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
TABLE 201 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 202 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
TABLE 203 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 204 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2017–2022 (USD MILLION)
TABLE 205 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
11.6.3 BRAZIL
11.6.3.1 Robust software development and implementation of stringent regulations to create favorable environment for AI data management to drive market
11.6.4 MEXICO
11.6.4.1 Burgeoning IT industry and adoption of comprehensive national AI strategy to drive market
11.6.5 ARGENTINA
11.6.5.1 Increasing tech-savvy population, significant broadband penetration rates, and rising development of new technologies to propel market
11.6.6 REST OF LATIN AMERICA
12 COMPETITIVE LANDSCAPE
12.1 OVERVIEW
12.2 KEY PLAYER STRATEGIES/RIGHT TO WIN
TABLE 206 OVERVIEW OF STRATEGIES ADOPTED BY KEY AI DATA MANAGEMENT VENDORS
12.3 REVENUE ANALYSIS
FIGURE 50 TOP 5 PLAYERS TO DOMINATE MARKET IN LAST 5 YEARS
12.4 MARKET SHARE ANALYSIS
FIGURE 51 MARKET SHARE ANALYSIS FOR KEY PLAYERS, 2022
TABLE 207 AI DATA MANAGEMENT MARKET: DEGREE OF COMPETITION
12.5 BRAND/PRODUCT COMPARATIVE ANALYSIS
FIGURE 52 AI DATA MANAGEMENT MARKET: BRAND/PRODUCT COMPARATIVE ANALYSIS
12.6 COMPANY EVALUATION MATRIX
12.6.1 STARS
12.6.2 EMERGING LEADERS
12.6.3 PERVASIVE PLAYERS
12.6.4 PARTICIPANTS
FIGURE 53 AI DATA MANAGEMENT MARKET: COMPANY EVALUATION MATRIX, 2022
12.6.5 COMPANY FOOTPRINT OF KEY PLAYERS
TABLE 208 PRODUCT FOOTPRINT (20 COMPANIES)
TABLE 209 VERTICAL FOOTPRINT (20 COMPANIES)
TABLE 210 REGION FOOTPRINT (20 COMPANIES)
TABLE 211 OVERALL COMPANY FOOTPRINT (20 COMPANIES)
12.7 START-UP/SME EVALUATION MATRIX, 2022
12.7.1 PROGRESSIVE COMPANIES
12.7.2 RESPONSIVE COMPANIES
12.7.3 DYNAMIC COMPANIES
12.7.4 STARTING BLOCKS
FIGURE 54 AI DATA MANAGEMENT MARKET: START-UP/SME EVALUATION MATRIX, 2022
12.7.5 COMPETITIVE BENCHMARKING
TABLE 212 AI DATA MANAGEMENT MARKET: DETAILED LIST OF KEY START-UPS/SMES
TABLE 213 AI DATA MANAGEMENT MARKET: COMPETITIVE BENCHMARKING OF KEY START-UPS/SMES
12.8 COMPETITIVE SCENARIO AND TRENDS
12.8.1 PRODUCT LAUNCHES
TABLE 214 AI DATA MANAGEMENT MARKET: PRODUCT LAUNCHES, MAY 2021–DECEMBER 2023
12.8.2 DEALS
TABLE 215 AI DATA MANAGEMENT MARKET: DEALS, FEBRUARY 2021–NOVEMBER 2023
12.8.3 OTHERS
TABLE 216 AI DATA MANAGEMENT MARKET: OTHERS, JULY 2021–NOVEMBER 2023
12.9 VALUATION AND FINANCIAL METRICS OF KEY VENDORS
FIGURE 55 VALUATION AND FINANCIAL METRICS OF KEY VENDORS
12.10 YTD PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS
FIGURE 56 YTD PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS
13 COMPANY PROFILES
13.1 INTRODUCTION
(Business overview, Products/Solutions/Services offered, Recent developments & MnM View)*
13.2 KEY PLAYERS
13.2.1 MICROSOFT
FIGURE 57 MICROSOFT: COMPANY SNAPSHOT
TABLE 218 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 219 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 220 MICROSOFT: DEALS
13.2.2 IBM
TABLE 222 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 223 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 224 IBM: DEALS
TABLE 225 IBM: OTHERS
13.2.3 AWS
TABLE 226 AWS: COMPANY OVERVIEW
FIGURE 59 AWS: COMPANY SNAPSHOT
TABLE 230 AWS: OTHERS
13.2.4 GOOGLE
FIGURE 60 GOOGLE: COMPANY SNAPSHOT
13.2.5 ORACLE
TABLE 237 ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 239 ORACLE: DEALS
13.2.6 SALESFORCE
TABLE 240 SALESFORCE: COMPANY OVERVIEW
FIGURE 62 SALESFORCE: COMPANY SNAPSHOT
TABLE 241 SALESFORCE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 242 SALESFORCE: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 243 SALESFORCE: DEALS
13.2.7 SAP
TABLE 244 SAP: COMPANY OVERVIEW
FIGURE 63 SAP: COMPANY SNAPSHOT
TABLE 245 SAP: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 246 SAP: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 247 SAP: DEALS
TABLE 248 SAP: OTHERS
13.2.8 SAS INSTITUTE
13.2.9 HPE
TABLE 253 HPE: COMPANY OVERVIEW
FIGURE 64 HPE: COMPANY SNAPSHOT
TABLE 254 HPE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 255 HPE: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 256 HPE: DEALS
13.2.10 SNOWFLAKE
TABLE 257 SNOWFLAKE: COMPANY OVERVIEW
FIGURE 65 SNOWFLAKE: COMPANY SNAPSHOT
TABLE 258 SNOWFLAKE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 259 SNOWFLAKE: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 260 SNOWFLAKE: DEALS
TABLE 261 SNOWFLAKE: OTHERS
13.2.11 TERADATA
TABLE 262 TERADATA: COMPANY OVERVIEW
FIGURE 66 TERADATA: COMPANY SNAPSHOT
TABLE 263 TERADATA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 264 TERADATA: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 265 TERADATA: DEALS
TABLE 266 TERADATA: OTHERS
13.2.12 INFORMATICA
TABLE 267 INFORMATICA: COMPANY OVERVIEW
FIGURE 67 INFORMATICA: COMPANY SNAPSHOT
TABLE 268 INFORMATICA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 269 INFORMATICA: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 270 INFORMATICA: DEALS
TABLE 271 INFORMATICA: OTHERS
13.2.13 DATABRICKS
13.2.14 TIBCO SOFTWARE
13.2.15 QLIK
TABLE 285 QLIK: OTHERS
13.2.16 COLLIBRA
13.2.17 DATAIKU
13.2.18 ALTERYX
13.2.19 DATAMATICS BUSINESS SOLUTIONS
13.2.20 ACCENTURE
*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
13.3.1 ATACCAMA CORPORATION
13.3.2 RELTIO
13.3.3 TAMR
13.3.4 THOUGHTSPOT
13.3.5 ATSCALE
13.3.6 ALATION
13.3.7 CLARIFAI
13.3.8 DDN STORAGE
13.3.9 DATALOOP AI
13.3.10 ASTERA SOFTWARE
14 ADJACENT AND RELATED MARKETS
14.1 INTRODUCTION
14.2 MASTER DATA MANAGEMENT MARKET
14.2.1 MARKET DEFINITION
14.2.2 MARKET OVERVIEW
TABLE 286 MASTER DATA MANAGEMENT MARKET SIZE AND GROWTH RATE, 2016–2021 (USD MILLION, Y-O-Y %)
TABLE 287 MASTER DATA MANAGEMENT MARKET SIZE AND GROWTH RATE, 2022–2027 (USD MILLION, Y-O-Y %)
14.2.2.1 Master data management market, by component
TABLE 288 MASTER DATA MANAGEMENT MARKET, BY COMPONENT, 2016–2021 (USD MILLION)
TABLE 289 MASTER DATA MANAGEMENT MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
14.2.2.2 Master data management market, by deployment type
TABLE 290 MASTER DATA MANAGEMENT MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION)
TABLE 291 MASTER DATA MANAGEMENT MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
14.2.2.3 Master data management market, by organization size
TABLE 292 MASTER DATA MANAGEMENT MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION)
TABLE 293 MASTER DATA MANAGEMENT MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
14.2.2.4 Master data management market, by vertical
TABLE 294 MASTER DATA MANAGEMENT MARKET, BY VERTICAL, 2016–2021 (USD MILLION)
TABLE 295 MASTER DATA MANAGEMENT MARKET, BY VERTICAL, 2022–2027 (USD MILLION)
14.2.2.5 Master data management market, by region
TABLE 296 MASTER DATA MANAGEMENT MARKET, BY REGION, 2016–2021 (USD MILLION)
TABLE 297 MASTER DATA MANAGEMENT MARKET, BY REGION, 2022–2027 (USD MILLION)
14.3 METADATA MANAGEMENT TOOLS MARKET
14.3.1 MARKET DEFINITION
14.3.2 MARKET OVERVIEW
TABLE 298 GLOBAL METADATA MANAGEMENT TOOLS MARKET SIZE AND GROWTH RATE, 2015–2020 (USD MILLION, Y-O-Y%)
TABLE 299 GLOBAL METADATA MANAGEMENT TOOLS MARKET SIZE AND GROWTH RATE, 2021–2026 (USD MILLION, Y-O-Y%)
14.3.2.1 Metadata management tools market, by application
TABLE 300 METADATA MANAGEMENT TOOLS MARKET, BY APPLICATION, 2015–2020 (USD MILLION)
TABLE 301 METADATA MANAGEMENT TOOLS MARKET, BY APPLICATION, 2021–2026 (USD MILLION)
14.3.2.2 Metadata management tools market, by business function
TABLE 302 METADATA MANAGEMENT TOOLS MARKET, BY BUSINESS FUNCTION, 2015–2020 (USD MILLION)
TABLE 303 METADATA MANAGEMENT TOOLS MARKET, BY BUSINESS FUNCTION, 2021–2026 (USD MILLION)
14.3.2.3 Metadata management tools market, by organization size
TABLE 304 METADATA MANAGEMENT TOOLS MARKET, BY ORGANIZATION SIZE, 2015–2020 (USD MILLION)
TABLE 305 METADATA MANAGEMENT TOOLS MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION)
14.3.2.4 Metadata management tools market, by vertical
TABLE 306 METADATA MANAGEMENT TOOLS MARKET, BY VERTICAL, 2015–2020 (USD MILLION)
TABLE 307 METADATA MANAGEMENT TOOLS MARKET, BY VERTICAL, 2021–2026 (USD MILLION)
14.3.2.5 Metadata management tools market, by component
TABLE 308 METADATA MANAGEMENT TOOLS MARKET, BY COMPONENT, 2015–2020 (USD MILLION)
TABLE 309 METADATA MANAGEMENT TOOLS MARKET, BY COMPONENT, 2021–2026 (USD MILLION)
14.3.2.6 Metadata management tools market, by metadata type
TABLE 310 METADATA MANAGEMENT TOOLS MARKET, BY METADATA TYPE, 2015–2020 (USD MILLION)
TABLE 311 METADATA MANAGEMENT TOOLS MARKET, BY METADATA TYPE, 2021–2026 (USD MILLION)
14.3.2.7 Metadata management tools market, by deployment mode
TABLE 312 METADATA MANAGEMENT TOOLS MARKET, BY DEPLOYMENT MODE, 2015–2020 (USD MILLION)
TABLE 313 METADATA MANAGEMENT TOOLS MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION)
14.3.2.8 Metadata management tools market, by region
TABLE 314 METADATA MANAGEMENT MARKET, BY REGION, 2015–2020 (USD MILLION)
TABLE 315 METADATA MANAGEMENT MARKET, BY REGION, 2021–2026 (USD MILLION)
15 APPENDIX
15.1 DISCUSSION GUIDE
15.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
15.3 CUSTOMIZATION OPTIONS
15.4 RELATED REPORTS
15.5 AUTHOR DETAILS
1.1 STUDY OBJECTIVES
1.2 MARKET DEFINITION
1.3 MARKET SCOPE
1.3.1 MARKET SEGMENTATION
1.3.2 INCLUSIONS AND EXCLUSIONS
1.3.3 REGIONS COVERED
1.4 YEARS CONSIDERED
1.5 CURRENCY CONSIDERED
1.6 STAKEHOLDERS
2 RESEARCH METHODOLOGY
2.1 RESEARCH DATA
FIGURE 1 AI DATA MANAGEMENT MARKET: RESEARCH DESIGN
2.1.1 SECONDARY DATA
2.1.2 PRIMARY DATA
TABLE 1 AI DATA MANAGEMENT MARKET: PRIMARY INTERVIEWS
2.1.2.1 Breakup of primary profiles
2.1.2.2 Key insights from industry experts
2.2 DATA TRIANGULATION AND MARKET BREAKUP
FIGURE 2 AI DATA MANAGEMENT MARKET: DATA TRIANGULATION
2.3 MARKET SIZE ESTIMATION
FIGURE 3 AI DATA MANAGEMENT MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
2.3.1 TOP-DOWN APPROACH
2.3.2 BOTTOM-UP APPROACH
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 1 (SUPPLY SIDE): REVENUE FROM AI DATA MANAGEMENT/SERVICES
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 2, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM ALL AI DATA MANAGEMENT/SERVICE COMPANIES
FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 3, BOTTOM-UP (SUPPLY SIDE): REVENUES OF TOP PLAYERS AND SOURCES OF DATA
FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 4, BOTTOM-UP (DEMAND SIDE): SHARE OF OVERALL AI DATA MANAGEMENT SPENDING
2.4 MARKET FORECAST
TABLE 2 FACTOR ANALYSIS
2.5 ASSUMPTIONS
2.6 LIMITATIONS
2.7 IMPACT OF RECESSION
TABLE 3 IMPACT OF RECESSION ON GLOBAL AI DATA MANAGEMENT MARKET
3 EXECUTIVE SUMMARY
TABLE 4 AI DATA MANAGEMENT MARKET SIZE AND GROWTH RATE, 2017–2022 (USD MILLION, Y-O-Y)
TABLE 5 AI DATA MANAGEMENT MARKET SIZE AND GROWTH RATE, 2023–2028 (USD MILLION, Y-O-Y)
FIGURE 8 PLATFORM SEGMENT TO HOLD LARGEST MARKET DURING FORECAST PERIOD
FIGURE 9 DATA WAREHOUSING SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
FIGURE 10 CLOUD DEPLOYMENT MODE TO ACCOUNT FOR LARGER MARKET SHARE DURING FORECAST PERIOD
FIGURE 11 DATA INTEGRATION & ETL SOFTWARE TOOLS SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
FIGURE 12 CONSULTING SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
FIGURE 13 IMAGE DATA SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
FIGURE 14 MACHINE LEARNING TECHNOLOGY SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
FIGURE 15 PROCESS AUTOMATION SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
FIGURE 16 BFSI VERTICAL TO ACCOUNT FOR LARGEST MARKET SHARE DURING FORECAST PERIOD
FIGURE 17 ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
4 PREMIUM INSIGHTS
4.1 ATTRACTIVE OPPORTUNITIES FOR KEY PLAYERS IN AI DATA MANAGEMENT MARKET
FIGURE 18 EXPONENTIAL GROWTH OF DIVERSE AND VOLUMINOUS DATASETS TO FUEL ACCURATE MODEL TRAINING AND ENHANCE ALGORITHMIC PERFORMANCE
4.2 AI DATA MANAGEMENT MARKET, BY APPLICATION
FIGURE 19 PROCESS AUTOMATION SEGMENT TO HOLD LARGEST MARKET SHARE DURING FORECAST PERIOD
4.3 AI DATA MANAGEMENT MARKET, BY OFFERING & KEY VERTICAL
FIGURE 20 PLATFORM SEGMENT AND BFSI VERTICAL TO ACCOUNT FOR LARGEST SHARES IN 2023
4.4 AI DATA MANAGEMENT MARKET, BY REGION
FIGURE 21 NORTH AMERICA TO ACCOUNT FOR LARGEST SHARE IN 2023
5 MARKET OVERVIEW AND INDUSTRY TRENDS
5.1 INTRODUCTION
5.2 MARKET DYNAMICS
FIGURE 22 AI DATA MANAGEMENT MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
5.2.1 DRIVERS
5.2.1.1 Adoption of AI-powered data fabric solutions and automated integration
5.2.1.2 Emergence and widespread adoption of cloud computing and evolution in cloud technology
5.2.1.3 Rapid advancements in AI and ML and adoption of transformative data management solutions
5.2.2 RESTRAINTS
5.2.2.1 Scarcity of relevant, comprehensive, and high-quality data
5.2.2.2 Susceptibility to biases and inaccuracies
5.2.3 OPPORTUNITIES
5.2.3.1 Automated data cleaning to revolutionize data preparation for better insights
5.2.3.2 Enhanced predictive analytics to empower businesses to anticipate future trends
5.2.3.3 Rise of personalized and adaptive systems
5.2.4 CHALLENGES
5.2.4.1 Acquiring and curating large datasets leading to need for substantial resources
5.2.4.2 Lack of professional knowledge and scarcity of skilled AI experts
5.2.4.3 Limited access to specialized education and training programs tailored to AI data management
5.3 AI DATA MANAGEMENT MARKET: ARCHITECTURE
FIGURE 23 ARCHITECTURE OF AI DATA MANAGEMENT SOLUTIONS
5.4 AI DATA MANAGEMENT MARKET: EVOLUTION
FIGURE 24 EVOLUTION OF AI DATA MANAGEMENT SOLUTIONS
5.5 SUPPLY CHAIN ANALYSIS
FIGURE 25 AI DATA MANAGEMENT MARKET: SUPPLY CHAIN ANALYSIS
5.6 ECOSYSTEM/MARKET MAP
FIGURE 26 KEY PLAYERS IN AI DATA MANAGEMENT MARKET ECOSYSTEM
TABLE 6 AI DATA MANAGEMENT MARKET: ECOSYSTEM
5.6.1 PLATFORM PROVIDERS
5.6.2 SOFTWARE PROVIDERS
5.6.3 SERVICE PROVIDERS
5.6.4 REGULATORY BODIES
5.7 CASE STUDY ANALYSIS
5.7.1 CASE STUDY 1: TAMR’S HEALTHCARE PROVIDERS DATA PRODUCT UNIFIED VAST DATA SOURCES AND CREATED RELIABLE RECORDS FOR P360
5.7.2 CASE STUDY 2: ALATION EMPOWERED AUSTRALIAN ENERGY COMPANY'S DIGITAL TRANSFORMATION THROUGH DATA GOVERNANCE AND CURATED INSIGHTS
5.7.3 CASE STUDY 3: VIACOM18 DEPLOYED AZURE DATABRICKS TO ACCELERATE VIEWER PERSONALIZATION, BOOST PRODUCTIVITY, AND ENHANCE INSIGHTS
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
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
5.8 TARIFF AND REGULATORY LANDSCAPE
TABLE 7 TARIFF RELATED TO AI DATA MANAGEMENT SOFTWARE AS A SERVICE SOLUTIONS
5.8.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 8 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 9 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 10 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 11 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 12 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
5.8.2 NORTH AMERICA
5.8.2.1 US
5.8.2.2 Canada
5.8.3 EUROPE
5.8.4 ASIA PACIFIC
5.8.4.1 South Korea
5.8.4.2 China
5.8.4.3 India
5.8.5 MIDDLE EAST & AFRICA
5.8.5.1 UAE
5.8.5.2 KSA
5.8.5.3 Bahrain
5.8.6 LATIN AMERICA
5.8.6.1 Brazil
5.8.6.2 Mexico
5.9 PATENT ANALYSIS
5.9.1 METHODOLOGY
5.9.2 PATENTS FILED, BY DOCUMENT TYPE
TABLE 13 PATENTS FILED, 2013–2023
5.9.3 INNOVATION AND PATENT APPLICATIONS
FIGURE 27 NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2013–2023
5.9.3.1 Top 10 applicants in AI data management market
FIGURE 28 TOP APPLICANTS IN AI DATA MANAGEMENT MARKET, 2013–2023
FIGURE 29 REGIONAL ANALYSIS OF PATENTS GRANTED, 2013–2023
TABLE 14 TOP 20 PATENT OWNERS IN AI DATA MANAGEMENT MARKET, 2013–2023
TABLE 15 LIST OF PATENTS GRANTED IN AI DATA MANAGEMENT MARKET, 2023
5.10 TRADE ANALYSIS FOR AI DATA MANAGEMENT SOFTWARE
5.10.1 IMPORT SCENARIO OF COMPUTER SOFTWARE
FIGURE 30 COMPUTER SOFTWARE IMPORTS, BY KEY COUNTRY, 2015–2022 (USD BILLION)
5.10.2 EXPORT SCENARIO OF COMPUTER SOFTWARE
FIGURE 31 COMPUTER SOFTWARE EXPORTS, BY KEY COUNTRY, 2015–2022 (USD BILLION)
5.11 TECHNOLOGY ANALYSIS
5.11.1 AI DATA MANAGEMENT MARKET: TECHNOLOGY ANALYSIS
5.11.1.1 Key Technologies
5.11.1.1.1 ML
5.11.1.1.2 NLP
5.11.1.1.3 Computer Vision
5.11.1.1.4 Edge AI
5.11.1.2 Complementary Technologies
5.11.1.2.1 Big Data
5.11.1.2.2 Cloud Computing
5.11.1.2.3 5G
5.11.1.2.4 Predictive Analytics
5.11.1.3 Adjacent Technologies
5.11.1.3.1 IoT
5.11.1.3.2 Edge Computing
5.11.1.3.3 Blockchain
5.11.1.3.4 Digital Twins
5.12 PRICING ANALYSIS
5.12.1 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, TOP 3 SOFTWARE TOOLS
FIGURE 32 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, TOP 3 SOFTWARE TOOLS
5.12.2 INDICATIVE PRICING ANALYSIS OF AI DATA MANAGEMENT, BY OFFERING
TABLE 16 INDICATIVE PRICING LEVELS OF AI DATA MANAGEMENT SOLUTIONS, BY OFFERING
5.13 PORTER’S FIVE FORCES ANALYSIS
FIGURE 33 AI DATA MANAGEMENT MARKET: PORTER’S FIVE FORCES ANALYSIS
TABLE 17 IMPACT OF PORTER’S FIVE FORCES ON AI DATA MANAGEMENT MARKET
5.13.1 THREAT OF NEW ENTRANTS
5.13.2 THREAT OF SUBSTITUTES
5.13.3 BARGAINING POWER OF SUPPLIERS
5.13.4 BARGAINING POWER OF BUYERS
5.13.5 INTENSITY OF COMPETITIVE RIVALRY
5.14 TRENDS/DISRUPTIONS IMPACTING CUSTOMER’S BUSINESS
FIGURE 34 REVENUE SHIFT FOR AI DATA MANAGEMENT MARKET
5.15 KEY CONFERENCES & EVENTS, 2023–2025
TABLE 18 AI DATA MANAGEMENT MARKET: DETAILED LIST OF CONFERENCES & EVENTS, 2023–2025
5.16 KEY STAKEHOLDERS & BUYING CRITERIA
5.16.1 KEY STAKEHOLDERS IN BUYING PROCESS
FIGURE 35 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS
TABLE 19 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS
5.16.2 BUYING CRITERIA
FIGURE 36 KEY BUYING CRITERIA FOR TOP THREE VERTICALS
TABLE 20 KEY BUYING CRITERIA FOR TOP THREE VERTICALS
5.17 TECHNOLOGY ROADMAP OF AI DATA MANAGEMENT MARKET
TABLE 21 SHORT-TERM ROADMAP, 2023–2025
TABLE 22 MID-TERM ROADMAP, 2026–2028
TABLE 23 LONG-TERM ROADMAP, 2029–2030
5.18 BEST PRACTICES IN AI DATA MANAGEMENT MARKET
5.19 BUSINESS MODELS OF AI DATA MANAGEMENT MARKET
5.19.1 DATA AS A SERVICE (DAAS)
5.19.2 AI-POWERED ANALYTICS AND INSIGHTS
5.19.3 DATA GOVERNANCE AND COMPLIANCE SOLUTIONS
5.19.4 PERSONALIZATION AND RECOMMENDATION ENGINES
5.19.5 AI INFRASTRUCTURE AND TOOLING
6 AI DATA MANAGEMENT MARKET, BY OFFERING
6.1 INTRODUCTION
6.1.1 OFFERING: AI DATA MANAGEMENT MARKET DRIVERS
FIGURE 37 SERVICES SEGMENT TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD
TABLE 24 AI DATA MANAGEMENT MARKET, BY OFFERING, 2017–2022 (USD MILLION)
TABLE 25 AI DATA MANAGEMENT MARKET, BY OFFERING, 2023–2028 (USD MILLION)
6.2 OFFERING, BY TYPE
6.2.1 PLATFORM
6.2.1.1 AI data management platforms to provide end-to-end solutions that streamline data handling across AI lifecycle
FIGURE 38 DATA WAREHOUSING SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
TABLE 26 AI DATA MANAGEMENT MARKET, BY PLATFORM, 2017–2022 (USD MILLION)
TABLE 27 AI DATA MANAGEMENT MARKET, BY PLATFORM, 2023–2028 (USD MILLION)
TABLE 28 PLATFORM: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 29 PLATFORM: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.1.2 Data collection & ingestion
6.2.1.3 Data preparation & processing
6.2.1.4 Data warehousing
6.2.1.5 Data analytics
6.2.1.6 Data governance
6.2.1.7 Data quality management
6.2.1.8 Data lifecycle management
6.2.1.9 Other platforms
6.2.2 SOFTWARE TOOLS
6.2.2.1 AI data management software tools to streamline data handling and analysis within AI ecosystems
FIGURE 39 DATA INTEGRATION & ETL SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
TABLE 30 AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2017–2022 (USD MILLION)
TABLE 31 AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2023–2028 (USD MILLION)
TABLE 32 SOFTWARE TOOLS: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 33 SOFTWARE TOOLS: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.2.2 Data integration & ETL
6.2.2.3 Data visualization & reporting
6.2.2.4 Data modeling
6.2.2.5 Data security & privacy
6.2.2.6 Data labeling & annotation
6.2.2.7 Data cleaning & normalization
6.2.2.8 Data versioning
6.2.3 SERVICES
6.2.3.1 Need for expertise in data governance, data quality, and AI-driven analytics to drive demand for AI data management services
FIGURE 40 CONSULTING SERVICES SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
TABLE 34 AI DATA MANAGEMENT MARKET, BY SERVICE, 2017–2022 (USD MILLION)
TABLE 35 AI DATA MANAGEMENT MARKET, BY SERVICE, 2023–2028 (USD MILLION)
6.2.3.2 Consulting
6.2.3.3 System integration & implementation
6.2.3.4 Support & maintenance
6.2.3.5 Data migration
6.2.3.6 AI change management & adoption
6.2.3.7 AI platform administration
6.3 OFFERING, BY DEPLOYMENT MODE
FIGURE 41 CLOUD DEPLOYMENT MODE TO WITNESS HIGHER CAGR DURING FORECAST PERIOD
TABLE 36 AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION)
TABLE 37 AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
6.3.1 CLOUD
6.3.1.1 Scalability and accessibility of cloud-based AI data management solutions to fuel its demand
TABLE 38 CLOUD: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 39 CLOUD: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3.2 ON-PREMISES
6.3.2.1 Stringent data governance and security requirements to propel demand for on-premises AI data management solutions
TABLE 40 ON-PREMISES: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 41 ON-PREMISES: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
7 AI DATA MANAGEMENT MARKET, BY DATA TYPE
7.1 INTRODUCTION
7.1.1 DATA TYPE: AI DATA MANAGEMENT MARKET DRIVERS
FIGURE 42 TEXT DATA SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 42 AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2017–2022 (USD MILLION)
TABLE 43 AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2023–2028 (USD MILLION)
7.2 AUDIO DATA
7.2.1 RISING ADOPTION OF VOICE-ENABLED DEVICES AND PERSONALIZED AUDIO EXPERIENCES TO PROPEL MARKET
TABLE 44 AUDIO DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 45 AUDIO DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
7.3 SPEECH & VOICE DATA
7.3.1 RISE OF VOICE-CONTROLLED DEVICES AND DEMAND FOR SEAMLESS SPEECH RECOGNITION TECHNOLOGIES TO DRIVE MARKET
TABLE 46 SPEECH & VOICE DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 47 SPEECH & VOICE DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
7.4 IMAGE DATA
7.4.1 NEED FOR IMAGE RECOGNITION TECHNOLOGIES ACROSS INDUSTRIES TO BOOST DEMAND FOR AI DATA MANAGEMENT FOR IMAGE DATA
TABLE 48 IMAGE DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 49 IMAGE DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
7.5 TEXT DATA
7.5.1 REQUIREMENT FOR SENTIMENT ANALYSIS AND LANGUAGE PROCESSING TECHNOLOGIES TO DRIVE MARKET
TABLE 50 TEXT DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 51 TEXT DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
7.6 VIDEO DATA
7.6.1 NEED FOR VIDEO ANALYTICS IN VARIOUS VERTICALS TO FUEL GROWTH OF AI DATA MANAGEMENT FOR VIDEO DATA
TABLE 52 VIDEO DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 53 VIDEO DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
8 AI DATA MANAGEMENT MARKET, BY TECHNOLOGY
8.1 INTRODUCTION
8.1.1 TECHNOLOGY: AI DATA MANAGEMENT MARKET DRIVERS
FIGURE 43 MACHINE LEARNING TECHNOLOGY SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
TABLE 54 AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
TABLE 55 AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
8.2 MACHINE LEARNING
8.2.1 NEED FOR ACCURATE AND PREDICTIVE MACHINE LEARNING MODELS TO FUEL DEMAND FOR ROBUST AI DATA MANAGEMENT
TABLE 56 MACHINE LEARNING: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 57 MACHINE LEARNING: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
8.2.2 DEEP LEARNING
8.2.2.1 CNNs
8.2.2.2 RNNs
8.2.2.3 Generative AI
8.3 NATURAL LANGUAGE PROCESSING
8.3.1 INCREASING DEMAND FOR ADVANCED LANGUAGE UNDERSTANDING AND COMMUNICATION CAPABILITIES TO DRIVE MARKET
TABLE 58 NATURAL LANGUAGE PROCESSING: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 59 NATURAL LANGUAGE PROCESSING: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
8.4 COMPUTER VISION
8.4.1 GROWING NEED FOR ACCURATE IMAGE AND VIDEO ANALYSIS ACROSS INDUSTRIES TO PROPEL DEMAND FOR COMPUTER VISION TECHNOLOGY
TABLE 60 COMPUTER VISION: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 61 COMPUTER VISION: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
8.5 CONTEXT AWARENESS
8.5.1 CONTEXT AWARENESS IN AI DATA MANAGEMENT TO DELIVER TAILORED EXPERIENCES, OPTIMIZE DECISION-MAKING, AND PERSONALIZE INTERACTIONS
TABLE 62 CONTEXT AWARENESS: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 63 CONTEXT AWARENESS: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
9 AI DATA MANAGEMENT MARKET, BY APPLICATION
9.1 INTRODUCTION
9.1.1 APPLICATION: AI DATA MANAGEMENT MARKET DRIVERS
FIGURE 44 IMPUTATION PREDICTIVE MODELING SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 64 AI DATA MANAGEMENT MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
TABLE 65 AI DATA MANAGEMENT MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
9.2 PROCESS AUTOMATION
9.2.1 INCREASED OPERATIONAL EFFICIENCY AND REDUCED MANUAL INTERVENTION TO FUEL DEMAND FOR PROCESS AUTOMATION
TABLE 66 PROCESS AUTOMATION: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 67 PROCESS AUTOMATION: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
9.3 DATA VALIDATION & NOISE REDUCTION
9.3.1 NEED TO ENSURE DATA ACCURACY AND RELIABILITY AND REDUCE UNWANTED DISTORTIONS TO PROPEL MARKET
TABLE 68 DATA VALIDATION & NOISE REDUCTION: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 69 DATA VALIDATION & NOISE REDUCTION: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
9.4 DATA AUGMENTATION
9.4.1 NEED TO ENHANCE MODEL GENERALIZATION AND PERFORMANCE BY ARTIFICIALLY EXPANDING DATASETS TO DRIVE MARKET
TABLE 70 DATA AUGMENTATION: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 71 DATA AUGMENTATION: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
9.5 EXPLORATORY DATA ANALYSIS
9.5.1 NECESSITY OF UNCOVERING VALUABLE INSIGHTS, UNDERSTANDING DATA DISTRIBUTIONS, AND PREPARING DATA FOR SUBSEQUENT MODELING OR ANALYSIS TO DRIVE MARKET
TABLE 72 EXPLORATORY DATA ANALYSIS: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 73 EXPLORATORY DATA ANALYSIS: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
9.6 IMPUTATION & PREDICTIVE MODELING
9.6.1 NEED TO HANDLE MISSING DATA EFFECTIVELY AND GENERATE ACCURATE PREDICTIONS TO PROPEL MARKET
TABLE 74 IMPUTATION & PREDICTIVE MODELING: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 75 IMPUTATION & PREDICTIVE MODELING: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
9.7 DATA ANONYMIZATION & COMPRESSION
9.7.1 NEED TO ENSURE PRIVACY, REDUCE STORAGE REQUIREMENTS, AND OPTIMIZE DATA PROCESSING TO DRIVE MARKET
TABLE 76 DATA ANONYMIZATION & COMPRESSION: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 77 DATA ANONYMIZATION & COMPRESSION: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
9.8 OTHER APPLICATIONS
TABLE 78 OTHER APPLICATIONS: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 79 OTHER APPLICATIONS: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
10 AI DATA MANAGEMENT MARKET, BY VERTICAL
10.1 INTRODUCTION
10.1.1 VERTICAL: AI DATA MANAGEMENT MARKET DRIVERS
FIGURE 45 BFSI VERTICAL TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
TABLE 80 AI DATA MANAGEMENT MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
TABLE 81 AI DATA MANAGEMENT MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
10.2 BANKING, FINANCIAL SERVICES, AND INSURANCE
TABLE 82 BFSI: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 83 BFSI: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
10.2.1 FRAUD DETECTION
10.2.2 CUSTOMER CHURN PREDICTION
10.2.3 CREDIT RISK ASSESSMENT
10.2.4 ANTI-MONEY LAUNDERING (AML) COMPLIANCE
10.2.5 OTHER BFSI APPLICATION TYPES
10.3 RETAIL & ECOMMERCE
TABLE 84 RETAIL & ECOMMERCE: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 85 RETAIL & ECOMMERCE: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
10.3.1 PERSONALIZED PRODUCT RECOMMENDATION
10.3.2 INVENTORY MANAGEMENT
10.3.3 DYNAMIC PRICING
10.3.4 CUSTOMER SENTIMENT ANALYSIS
10.3.5 OTHER RETAIL & ECOMMERCE APPLICATION TYPES
10.4 TELECOMMUNICATIONS
TABLE 86 TELECOMMUNICATIONS: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 87 TELECOMMUNICATIONS: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
10.4.1 NETWORK PERFORMANCE OPTIMIZATION
10.4.2 NETWORK SECURITY
10.4.3 QUALITY OF SERVICE MONITORING
10.4.4 CUSTOMER SUPPORT CHATBOTS
10.4.5 OTHER TELECOMMUNICATIONS APPLICATION TYPES
10.5 HEALTHCARE & LIFE SCIENCES
TABLE 88 HEALTHCARE & LIFE SCIENCES: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 89 HEALTHCARE & LIFE SCIENCES: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
10.5.1 DISEASE DIAGNOSIS
10.5.2 DRUG DISCOVERY
10.5.3 PATIENT MONITORING
10.5.4 CLINICAL TRAILS OPTIMIZATION
10.5.5 OTHER HEALTHCARE & LIFE SCIENCES APPLICATION TYPES
10.6 MANUFACTURING
TABLE 90 MANUFACTURING: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 91 MANUFACTURING: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
10.6.1 QUALITY CONTROL
10.6.2 ROBOTIC PROCESS AUTOMATION
10.6.3 DEMAND FORECASTING
10.6.4 PRODUCTION OPTIMIZATION
10.6.5 OTHER MANUFACTURING APPLICATION TYPES
10.7 IT & ITES
TABLE 92 IT & ITES: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 93 IT & ITES: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
10.7.1 IT SERVICE MANAGEMENT
10.7.2 PREDICTIVE MAINTENANCE
10.7.3 CAPACITY PLANNING
10.7.4 DATA BACKUP RECOVERY
10.7.5 OTHER IT & ITES APPLICATION TYPES
10.8 GOVERNMENT & DEFENSE
TABLE 94 GOVERNMENT & DEFENSE: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 95 GOVERNMENT & DEFENSE: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
10.8.1 NATURAL DISASTER RESPONSE
10.8.2 PREDICTIVE POLICING
10.8.3 BORDER CONTROL & IMMIGRATION
10.8.4 PUBLIC HEALTH MONITORING
10.8.5 OTHER GOVERNMENT & DEFENSE APPLICATION TYPES
10.9 MEDIA & ENTERTAINMENT
TABLE 96 MEDIA & ENTERTAINMENT: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 97 MEDIA & ENTERTAINMENT: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
10.9.1 CONTENT RECOMMENDATION
10.9.2 CONTENT CREATION
10.9.3 AUDIENCE ENGAGEMENT ANALYSIS
10.9.4 REAL-TIME STREAMING OPTIMIZATION
10.9.5 OTHER MEDIA & ENTERTAINMENT APPLICATION TYPES
10.10 ENERGY & UTILITIES
TABLE 98 ENERGY & UTILITIES: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 99 ENERGY & UTILITIES: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
10.10.1 GRID MANAGEMENT
10.10.2 ENERGY CONSUMPTION ANALYSIS
10.10.3 RENEWABLE ENERGY FORECASTING
10.10.4 ENVIRONMENTAL IMPACT ASSESSMENT
10.10.5 OTHER ENERGY & UTILITIES APPLICATION TYPES
10.11 OTHER VERTICALS
TABLE 100 OTHER VERTICALS: AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 101 OTHER VERTICALS: AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
11 AI DATA MANAGEMENT MARKET, BY REGION
11.1 INTRODUCTION
FIGURE 46 SOUTH AFRICA TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD
FIGURE 47 ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD
TABLE 102 AI DATA MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 103 AI DATA MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
11.2 NORTH AMERICA
11.2.1 NORTH AMERICA: AI DATA MANAGEMENT MARKET DRIVERS
11.2.2 NORTH AMERICA: RECESSION IMPACT ANALYSIS
FIGURE 48 NORTH AMERICA: MARKET SNAPSHOT
TABLE 104 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2017–2022 (USD MILLION)
TABLE 105 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
TABLE 106 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY OFFERING, 2017–2022 (USD MILLION)
TABLE 107 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 108 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2017–2022 (USD MILLION)
TABLE 109 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2023–2028 (USD MILLION)
TABLE 110 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2017–2022 (USD MILLION)
TABLE 111 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2023–2028 (USD MILLION)
TABLE 112 NORTH AMERICA: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION)
TABLE 113 NORTH AMERICA: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
TABLE 114 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY SERVICE, 2017–2022 (USD MILLION)
TABLE 115 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY SERVICE, 2023–2028 (USD MILLION)
TABLE 116 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2017–2022 (USD MILLION)
TABLE 117 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2023–2028 (USD MILLION)
TABLE 118 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
TABLE 119 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
TABLE 120 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
TABLE 121 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 122 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
TABLE 123 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
11.2.3 US
11.2.3.1 Robust innovation ecosystem, collaborative efforts, and government initiatives to drive market
11.2.4 CANADA
11.2.4.1 Demand for tech infrastructure, skilled workforce, well-established ecosystems, and National AI Strategy to propel market
11.3 EUROPE
11.3.1 EUROPE: AI DATA MANAGEMENT MARKET DRIVERS
11.3.2 EUROPE: RECESSION IMPACT ANALYSIS
TABLE 124 EUROPE: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2017–2022 (USD MILLION)
TABLE 125 EUROPE: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
TABLE 126 EUROPE: AI DATA MANAGEMENT MARKET, BY OFFERING, 2017–2022 (USD MILLION)
TABLE 127 EUROPE: AI DATA MANAGEMENT MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 128 EUROPE: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2017–2022 (USD MILLION)
TABLE 129 EUROPE: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2023–2028 (USD MILLION)
TABLE 130 EUROPE: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2017–2022 (USD MILLION)
TABLE 131 EUROPE: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2023–2028 (USD MILLION)
TABLE 132 EUROPE: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION)
TABLE 133 EUROPE: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
TABLE 134 EUROPE: AI DATA MANAGEMENT MARKET, BY SERVICE, 2017–2022 (USD MILLION)
TABLE 135 EUROPE: AI DATA MANAGEMENT MARKET, BY SERVICE, 2023–2028 (USD MILLION)
TABLE 136 EUROPE: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2017–2022 (USD MILLION)
TABLE 137 EUROPE: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2023–2028 (USD MILLION)
TABLE 138 EUROPE: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
TABLE 139 EUROPE: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
TABLE 140 EUROPE: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
TABLE 141 EUROPE: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 142 EUROPE: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
TABLE 143 EUROPE: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
11.3.3 UK
11.3.3.1 Need for diverse and talented workforce, thriving ecosystem, and strategic initiatives taken by government to drive market
11.3.4 GERMANY
11.3.4.1 Rising focus on AI research and implementation and skilled labor force to propel market
11.3.5 FRANCE
11.3.5.1 Strategic focus on open-source AI initiatives to transform AI data management market
11.3.6 SPAIN
11.3.6.1 Spanish government’s active support and initiatives to accelerate growth of AI to boost demand for AI data management market
11.3.7 ITALY
11.3.7.1 Well-established technology industry and strategic government initiatives to fuel demand for AI data management solutions
11.3.8 REST OF EUROPE
11.4 ASIA PACIFIC
11.4.1 ASIA PACIFIC: AI DATA MANAGEMENT MARKET DRIVERS
11.4.2 ASIA PACIFIC: RECESSION IMPACT ANALYSIS
FIGURE 49 ASIA PACIFIC: MARKET SNAPSHOT
TABLE 144 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY COUNTRY/REGION, 2017–2022 (USD MILLION)
TABLE 145 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY COUNTRY/REGION, 2023–2028 (USD MILLION)
TABLE 146 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY OFFERING, 2017–2022 (USD MILLION)
TABLE 147 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 148 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2017–2022 (USD MILLION)
TABLE 149 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2023–2028 (USD MILLION)
TABLE 150 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2017–2022 (USD MILLION)
TABLE 151 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2023–2028 (USD MILLION)
TABLE 152 ASIA PACIFIC: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION)
TABLE 153 ASIA PACIFIC: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
TABLE 154 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY SERVICE, 2017–2022 (USD MILLION)
TABLE 155 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY SERVICE, 2023–2028 (USD MILLION)
TABLE 156 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2017–2022 (USD MILLION)
TABLE 157 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2023–2028 (USD MILLION)
TABLE 158 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
TABLE 159 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
TABLE 160 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
TABLE 161 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 162 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
TABLE 163 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 164 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2017–2022 (USD MILLION)
TABLE 165 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
11.4.3 CHINA
11.4.3.1 Substantial investments in AI research and development and rising government initiatives for R&D to drive market
11.4.4 JAPAN
11.4.4.1 AI-driven healthcare industry and strategic government support to fuel demand for AI data management solutions
11.4.5 INDIA
11.4.5.1 Increasing investment in AI-driven R&D and establishment of National Program on AI to propel market
11.4.6 SOUTH KOREA
11.4.6.1 Robust ICT industry, high production of semiconductors, and AI patent dominance to accelerate market
11.4.7 AUSTRALIA & NEW ZEALAND
11.4.7.1 Increasing reliance on software solutions and rising awareness regarding strategic value of AI to propel market
11.4.8 REST OF ASIA PACIFIC
11.5 MIDDLE EAST & AFRICA
11.5.1 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET DRIVERS
11.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT ANALYSIS
TABLE 166 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY OFFERING, 2017–2022 (USD MILLION)
TABLE 167 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 168 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2017–2022 (USD MILLION)
TABLE 169 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2023–2028 (USD MILLION)
TABLE 170 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2017–2022 (USD MILLION)
TABLE 171 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2023–2028 (USD MILLION)
TABLE 172 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION)
TABLE 173 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
TABLE 174 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY SERVICE, 2017–2022 (USD MILLION)
TABLE 175 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY SERVICE, 2023–2028 (USD MILLION)
TABLE 176 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2017–2022 (USD MILLION)
TABLE 177 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2023–2028 (USD MILLION)
TABLE 178 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
TABLE 179 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
TABLE 180 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
TABLE 181 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 182 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
TABLE 183 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 184 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2017–2022 (USD MILLION)
TABLE 185 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
11.5.3 UAE
11.5.3.1 Implementation of National Artificial Intelligence Strategy 2031 and investment in innovative technologies to propel market
11.5.4 KSA
11.5.4.1 Saudi Arabia’s Vision 2030 commitment to AI to fuel demand for AI data management solutions
11.5.5 SOUTH AFRICA
11.5.5.1 Growing ICT sector and adoption of AI technologies to fuel demand for diverse AI-driven solutions
11.5.6 TURKEY
11.5.6.1 Rapid growth of cloud and online services driving demand for high-speed data delivery to propel market
11.5.7 REST OF MIDDLE EAST & AFRICA
11.6 LATIN AMERICA
11.6.1 LATIN AMERICA: AI DATA MANAGEMENT MARKET DRIVERS
11.6.2 LATIN AMERICA: RECESSION IMPACT ANALYSIS
TABLE 186 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY OFFERING, 2017–2022 (USD MILLION)
TABLE 187 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 188 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2017–2022 (USD MILLION)
TABLE 189 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2023–2028 (USD MILLION)
TABLE 190 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2017–2022 (USD MILLION)
TABLE 191 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2023–2028 (USD MILLION)
TABLE 192 LATIN AMERICA: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION)
TABLE 193 LATIN AMERICA: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
TABLE 194 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY SERVICE, 2017–2022 (USD MILLION)
TABLE 195 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY SERVICE, 2023–2028 (USD MILLION)
TABLE 196 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2017–2022 (USD MILLION)
TABLE 197 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2023–2028 (USD MILLION)
TABLE 198 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
TABLE 199 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
TABLE 200 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
TABLE 201 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 202 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
TABLE 203 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 204 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2017–2022 (USD MILLION)
TABLE 205 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
11.6.3 BRAZIL
11.6.3.1 Robust software development and implementation of stringent regulations to create favorable environment for AI data management to drive market
11.6.4 MEXICO
11.6.4.1 Burgeoning IT industry and adoption of comprehensive national AI strategy to drive market
11.6.5 ARGENTINA
11.6.5.1 Increasing tech-savvy population, significant broadband penetration rates, and rising development of new technologies to propel market
11.6.6 REST OF LATIN AMERICA
12 COMPETITIVE LANDSCAPE
12.1 OVERVIEW
12.2 KEY PLAYER STRATEGIES/RIGHT TO WIN
TABLE 206 OVERVIEW OF STRATEGIES ADOPTED BY KEY AI DATA MANAGEMENT VENDORS
12.3 REVENUE ANALYSIS
FIGURE 50 TOP 5 PLAYERS TO DOMINATE MARKET IN LAST 5 YEARS
12.4 MARKET SHARE ANALYSIS
FIGURE 51 MARKET SHARE ANALYSIS FOR KEY PLAYERS, 2022
TABLE 207 AI DATA MANAGEMENT MARKET: DEGREE OF COMPETITION
12.5 BRAND/PRODUCT COMPARATIVE ANALYSIS
FIGURE 52 AI DATA MANAGEMENT MARKET: BRAND/PRODUCT COMPARATIVE ANALYSIS
12.6 COMPANY EVALUATION MATRIX
12.6.1 STARS
12.6.2 EMERGING LEADERS
12.6.3 PERVASIVE PLAYERS
12.6.4 PARTICIPANTS
FIGURE 53 AI DATA MANAGEMENT MARKET: COMPANY EVALUATION MATRIX, 2022
12.6.5 COMPANY FOOTPRINT OF KEY PLAYERS
TABLE 208 PRODUCT FOOTPRINT (20 COMPANIES)
TABLE 209 VERTICAL FOOTPRINT (20 COMPANIES)
TABLE 210 REGION FOOTPRINT (20 COMPANIES)
TABLE 211 OVERALL COMPANY FOOTPRINT (20 COMPANIES)
12.7 START-UP/SME EVALUATION MATRIX, 2022
12.7.1 PROGRESSIVE COMPANIES
12.7.2 RESPONSIVE COMPANIES
12.7.3 DYNAMIC COMPANIES
12.7.4 STARTING BLOCKS
FIGURE 54 AI DATA MANAGEMENT MARKET: START-UP/SME EVALUATION MATRIX, 2022
12.7.5 COMPETITIVE BENCHMARKING
TABLE 212 AI DATA MANAGEMENT MARKET: DETAILED LIST OF KEY START-UPS/SMES
TABLE 213 AI DATA MANAGEMENT MARKET: COMPETITIVE BENCHMARKING OF KEY START-UPS/SMES
12.8 COMPETITIVE SCENARIO AND TRENDS
12.8.1 PRODUCT LAUNCHES
TABLE 214 AI DATA MANAGEMENT MARKET: PRODUCT LAUNCHES, MAY 2021–DECEMBER 2023
12.8.2 DEALS
TABLE 215 AI DATA MANAGEMENT MARKET: DEALS, FEBRUARY 2021–NOVEMBER 2023
12.8.3 OTHERS
TABLE 216 AI DATA MANAGEMENT MARKET: OTHERS, JULY 2021–NOVEMBER 2023
12.9 VALUATION AND FINANCIAL METRICS OF KEY VENDORS
FIGURE 55 VALUATION AND FINANCIAL METRICS OF KEY VENDORS
12.10 YTD PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS
FIGURE 56 YTD PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS
13 COMPANY PROFILES
13.1 INTRODUCTION
(Business overview, Products/Solutions/Services offered, Recent developments & MnM View)*
13.2 KEY PLAYERS
13.2.1 MICROSOFT
FIGURE 57 MICROSOFT: COMPANY SNAPSHOT
TABLE 218 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 219 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 220 MICROSOFT: DEALS
13.2.2 IBM
TABLE 222 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 223 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 224 IBM: DEALS
TABLE 225 IBM: OTHERS
13.2.3 AWS
TABLE 226 AWS: COMPANY OVERVIEW
FIGURE 59 AWS: COMPANY SNAPSHOT
TABLE 230 AWS: OTHERS
13.2.4 GOOGLE
FIGURE 60 GOOGLE: COMPANY SNAPSHOT
13.2.5 ORACLE
TABLE 237 ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 239 ORACLE: DEALS
13.2.6 SALESFORCE
TABLE 240 SALESFORCE: COMPANY OVERVIEW
FIGURE 62 SALESFORCE: COMPANY SNAPSHOT
TABLE 241 SALESFORCE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 242 SALESFORCE: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 243 SALESFORCE: DEALS
13.2.7 SAP
TABLE 244 SAP: COMPANY OVERVIEW
FIGURE 63 SAP: COMPANY SNAPSHOT
TABLE 245 SAP: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 246 SAP: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 247 SAP: DEALS
TABLE 248 SAP: OTHERS
13.2.8 SAS INSTITUTE
13.2.9 HPE
TABLE 253 HPE: COMPANY OVERVIEW
FIGURE 64 HPE: COMPANY SNAPSHOT
TABLE 254 HPE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 255 HPE: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 256 HPE: DEALS
13.2.10 SNOWFLAKE
TABLE 257 SNOWFLAKE: COMPANY OVERVIEW
FIGURE 65 SNOWFLAKE: COMPANY SNAPSHOT
TABLE 258 SNOWFLAKE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 259 SNOWFLAKE: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 260 SNOWFLAKE: DEALS
TABLE 261 SNOWFLAKE: OTHERS
13.2.11 TERADATA
TABLE 262 TERADATA: COMPANY OVERVIEW
FIGURE 66 TERADATA: COMPANY SNAPSHOT
TABLE 263 TERADATA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 264 TERADATA: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 265 TERADATA: DEALS
TABLE 266 TERADATA: OTHERS
13.2.12 INFORMATICA
TABLE 267 INFORMATICA: COMPANY OVERVIEW
FIGURE 67 INFORMATICA: COMPANY SNAPSHOT
TABLE 268 INFORMATICA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 269 INFORMATICA: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 270 INFORMATICA: DEALS
TABLE 271 INFORMATICA: OTHERS
13.2.13 DATABRICKS
13.2.14 TIBCO SOFTWARE
13.2.15 QLIK
TABLE 285 QLIK: OTHERS
13.2.16 COLLIBRA
13.2.17 DATAIKU
13.2.18 ALTERYX
13.2.19 DATAMATICS BUSINESS SOLUTIONS
13.2.20 ACCENTURE
*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
13.3.1 ATACCAMA CORPORATION
13.3.2 RELTIO
13.3.3 TAMR
13.3.4 THOUGHTSPOT
13.3.5 ATSCALE
13.3.6 ALATION
13.3.7 CLARIFAI
13.3.8 DDN STORAGE
13.3.9 DATALOOP AI
13.3.10 ASTERA SOFTWARE
14 ADJACENT AND RELATED MARKETS
14.1 INTRODUCTION
14.2 MASTER DATA MANAGEMENT MARKET
14.2.1 MARKET DEFINITION
14.2.2 MARKET OVERVIEW
TABLE 286 MASTER DATA MANAGEMENT MARKET SIZE AND GROWTH RATE, 2016–2021 (USD MILLION, Y-O-Y %)
TABLE 287 MASTER DATA MANAGEMENT MARKET SIZE AND GROWTH RATE, 2022–2027 (USD MILLION, Y-O-Y %)
14.2.2.1 Master data management market, by component
TABLE 288 MASTER DATA MANAGEMENT MARKET, BY COMPONENT, 2016–2021 (USD MILLION)
TABLE 289 MASTER DATA MANAGEMENT MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
14.2.2.2 Master data management market, by deployment type
TABLE 290 MASTER DATA MANAGEMENT MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION)
TABLE 291 MASTER DATA MANAGEMENT MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
14.2.2.3 Master data management market, by organization size
TABLE 292 MASTER DATA MANAGEMENT MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION)
TABLE 293 MASTER DATA MANAGEMENT MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
14.2.2.4 Master data management market, by vertical
TABLE 294 MASTER DATA MANAGEMENT MARKET, BY VERTICAL, 2016–2021 (USD MILLION)
TABLE 295 MASTER DATA MANAGEMENT MARKET, BY VERTICAL, 2022–2027 (USD MILLION)
14.2.2.5 Master data management market, by region
TABLE 296 MASTER DATA MANAGEMENT MARKET, BY REGION, 2016–2021 (USD MILLION)
TABLE 297 MASTER DATA MANAGEMENT MARKET, BY REGION, 2022–2027 (USD MILLION)
14.3 METADATA MANAGEMENT TOOLS MARKET
14.3.1 MARKET DEFINITION
14.3.2 MARKET OVERVIEW
TABLE 298 GLOBAL METADATA MANAGEMENT TOOLS MARKET SIZE AND GROWTH RATE, 2015–2020 (USD MILLION, Y-O-Y%)
TABLE 299 GLOBAL METADATA MANAGEMENT TOOLS MARKET SIZE AND GROWTH RATE, 2021–2026 (USD MILLION, Y-O-Y%)
14.3.2.1 Metadata management tools market, by application
TABLE 300 METADATA MANAGEMENT TOOLS MARKET, BY APPLICATION, 2015–2020 (USD MILLION)
TABLE 301 METADATA MANAGEMENT TOOLS MARKET, BY APPLICATION, 2021–2026 (USD MILLION)
14.3.2.2 Metadata management tools market, by business function
TABLE 302 METADATA MANAGEMENT TOOLS MARKET, BY BUSINESS FUNCTION, 2015–2020 (USD MILLION)
TABLE 303 METADATA MANAGEMENT TOOLS MARKET, BY BUSINESS FUNCTION, 2021–2026 (USD MILLION)
14.3.2.3 Metadata management tools market, by organization size
TABLE 304 METADATA MANAGEMENT TOOLS MARKET, BY ORGANIZATION SIZE, 2015–2020 (USD MILLION)
TABLE 305 METADATA MANAGEMENT TOOLS MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION)
14.3.2.4 Metadata management tools market, by vertical
TABLE 306 METADATA MANAGEMENT TOOLS MARKET, BY VERTICAL, 2015–2020 (USD MILLION)
TABLE 307 METADATA MANAGEMENT TOOLS MARKET, BY VERTICAL, 2021–2026 (USD MILLION)
14.3.2.5 Metadata management tools market, by component
TABLE 308 METADATA MANAGEMENT TOOLS MARKET, BY COMPONENT, 2015–2020 (USD MILLION)
TABLE 309 METADATA MANAGEMENT TOOLS MARKET, BY COMPONENT, 2021–2026 (USD MILLION)
14.3.2.6 Metadata management tools market, by metadata type
TABLE 310 METADATA MANAGEMENT TOOLS MARKET, BY METADATA TYPE, 2015–2020 (USD MILLION)
TABLE 311 METADATA MANAGEMENT TOOLS MARKET, BY METADATA TYPE, 2021–2026 (USD MILLION)
14.3.2.7 Metadata management tools market, by deployment mode
TABLE 312 METADATA MANAGEMENT TOOLS MARKET, BY DEPLOYMENT MODE, 2015–2020 (USD MILLION)
TABLE 313 METADATA MANAGEMENT TOOLS MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION)
14.3.2.8 Metadata management tools market, by region
TABLE 314 METADATA MANAGEMENT MARKET, BY REGION, 2015–2020 (USD MILLION)
TABLE 315 METADATA MANAGEMENT MARKET, BY REGION, 2021–2026 (USD MILLION)
15 APPENDIX
15.1 DISCUSSION GUIDE
15.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
15.3 CUSTOMIZATION OPTIONS
15.4 RELATED REPORTS
15.5 AUTHOR DETAILS
