Table of Content

1 INTRODUCTION (Page No. - 29)
    1.1 STUDY OBJECTIVES 
    1.2 MARKET DEFINITION 
           1.2.1 INCLUSIONS AND EXCLUSIONS
    1.3 STUDY SCOPE 
           1.3.1 MARKET SEGMENTATION
           1.3.2 REGIONS COVERED
           1.3.3 YEARS CONSIDERED
    1.4 CURRENCY CONSIDERED 
           TABLE 1 USD EXCHANGE RATE, 2020–2022
    1.5 STAKEHOLDERS 
    1.6 SUMMARY OF CHANGES 
2 RESEARCH METHODOLOGY (Page No. - 34)
    2.1 RESEARCH DATA 
           FIGURE 1 GRAPH DATABASE MARKET: RESEARCH DESIGN
           2.1.1 SECONDARY DATA
           2.1.2 PRIMARY DATA
                    TABLE 2 PRIMARY INTERVIEWS
                    2.1.2.1 Breakdown of primary interviews
                    2.1.2.2 Key industry insights
    2.2 DATA TRIANGULATION 
           FIGURE 2 DATA TRIANGULATION
    2.3 MARKET SIZE ESTIMATION 
           FIGURE 3 GRAPH DATABASE MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
           2.3.1 TOP-DOWN APPROACH
           2.3.2 BOTTOM-UP APPROACH
                    FIGURE 4 MARKET SIZE ESTIMATION
                    FIGURE 5 MARKET SIZE ESTIMATION: APPROACH 1
                    FIGURE 6 MARKET SIZE ESTIMATION: APPROACH 2
                    FIGURE 7 MARKET SIZE ESTIMATION: APPROACH 3
    2.4 MARKET FORECAST 
           TABLE 3 FACTOR ANALYSIS
    2.5 RESEARCH ASSUMPTIONS 
    2.6 LIMITATIONS AND RISK ASSESSMENT 
    2.7 RECESSION IMPACT 
3 EXECUTIVE SUMMARY (Page No. - 46)
    TABLE 4 MARKET SIZE AND GROWTH RATE, 2018–2022 (USD MILLION, Y-O-Y%) 
    TABLE 5 MARKET SIZE AND GROWTH RATE, 2023–2028 (USD MILLION, Y-O-Y%) 
    FIGURE 8 SOLUTIONS SEGMENT TO ACCOUNT FOR LARGER MARKET SIZE IN 2023 
    FIGURE 9 PROFESSIONAL SERVICES TO BE LARGER SEGMENT IN 2023 
    FIGURE 10 LABELED PROPERTY GRAPH SEGMENT TO HOLD LARGER MARKET SIZE IN 2023 
    FIGURE 11 ON-PREMISES DEPLOYMENT TO ACCOUNT FOR LARGER MARKET IN 2023 
    FIGURE 12 COMMUNITY ANALYSIS SEGMENT TO HOLD LARGER MARKET SHARE IN 2023 
    FIGURE 13 BANKING, FINANCIAL SERVICES, AND INSURANCE VERTICAL TO HOLD LARGEST MARKET SIZE IN 2023 
    FIGURE 14 NORTH AMERICA TO HOLD HIGHEST MARKET SHARE IN 2023 
4 PREMIUM INSIGHTS (Page No. - 51)
    4.1 ATTRACTIVE OPPORTUNITIES FOR KEY PLAYERS IN MARKET 
           FIGURE 15 GROWING NEED TO ENSURE MARKET COMPETITIVENESS TO BOOST MARKET GROWTH
    4.2 OVERVIEW OF RECESSION IN GLOBAL MARKET 
           FIGURE 16 MARKET TO WITNESS MINOR DECLINE IN Y-O-Y GROWTH IN 2023
    4.3 MARKET, BY VERTICAL 
           FIGURE 17 BANKING, FINANCIAL SERVICES, AND INSURANCE VERTICAL TO BE LARGEST VERTICAL MARKET DURING FORECAST PERIOD
    4.4 MARKET, BY REGION 
           FIGURE 18 NORTH AMERICA TO HOLD LARGEST MARKET SHARE BY 2028
    4.5 MARKET, BY MODEL TYPE AND VERTICAL 
           FIGURE 19 LPG AND BFSI SEGMENTS TO HOLD LARGEST MARKET SHARES BY 2028
5 GRAPH DATABASE MARKET OVERVIEW AND INDUSTRY TRENDS (Page No. - 54)
    5.1 MARKET DYNAMICS 
           FIGURE 20 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: MARKET
           5.1.1 DRIVERS
                    5.1.1.1 Need to incorporate real-time big data mining with result visualization
                    5.1.1.2 Growing demand for solutions to process low-latency queries
                    5.1.1.3 Adoption of AI-based graph database tools and services
           5.1.2 RESTRAINTS
                    5.1.2.1 Shortage of standardization and programming ease
           5.1.3 OPPORTUNITY
                    5.1.3.1 Data unification and rapid proliferation of knowledge graphs
                    5.1.3.2 Provision of semantic knowledgeable graphs to address complex-scientific research
                    5.1.3.3 Emphasis on emergence of open knowledge networks
           5.1.4 CHALLENGES
                    5.1.4.1 Lack of technical expertise
    5.2 INDUSTRY TRENDS 
           5.2.1 GROWING POPULARITY OF ENTERPRISE KNOWLEDGE GRAPH
           5.2.2 RAPID USE OF VIRTUALIZATION FOR BIG DATA ANALYTICS
           5.2.3 MASSIVE DATA GENERATION ACROSS BFSI, RETAIL, AND MEDIA & ENTERTAINMENT INDUSTRIES
    5.3 CASE STUDY ANALYSIS 
           5.3.1 KERBEROS PREVENTED MONEY-LAUNDERING AND DEVELOPED COMPLIANCE MANAGEMENT APPLICATION FOR RISK MANAGEMENT WITH NEO4J
           5.3.2 ALLEGROGRAPH CREATED SELF-DESCRIPTIVE REPOSITORY OF GRAPH TO DELIVER CRITICAL ANSWERS TO COMPLEX QUESTIONS AND POWER SMART APPLICATIONS
           5.3.3 KINCARDS USED NEO4J TO REVOLUTIONIZE BUSINESS CARDS
           5.3.4 YAHOO7 REPRESENTED CONTENT WITHIN KNOWLEDGE GRAPH WITH HELP OF BLAZEGRAPH
           5.3.5 NEO4J ENABLED PULITZER PRIZE-WINNING INVESTIGATION INTO GLOBAL TAX EVASION TO VISUALIZE AND ANALYZE PERTAINING TO PANAMA PAPERS LEAKS
           5.3.6 GRAPH TECHNOLOGY HELPED US ARMY BY TRACKING AND ANALYZING EQUIPMENT MAINTENANCE AFTER EMPLOYING NEO4J
           5.3.7 OBJECTIVE ECM UNDERPINNED CRITICAL HEALTH AND SAFETY PROCESSES IN OFFSHORE PETROLEUM INDUSTRY
           5.3.8 REDISGRAPH OFFERED GREAT MIX OF MATURITY, FEATURE COMPLETENESS, AND INTEROPERABILITY TO THINKDATA
           5.3.9 SPRINGERMATERIALS ACCELERATED RESEARCH WITH SEMANTIC SEARCH
           5.3.10 MEDEANALYTICS DELIVERED HIGH-PERFORMANCE DATABASES CAPABLE OF HANDLING MULTIPLE APPLICATION SCENARIOS USING REDIS ENTERPRISE
           5.3.11 JAGUAR LAND ROVER ACCELERATED SUPPLY CHAIN PLANNING FROM THREE WEEKS TO 45 MINUTES
           5.3.12 MACY'S REDUCED CATALOG DATA REFRESH TIME BY SIX-FOLD
           5.3.13 METAPHACTS AND ONTOTEXT ENABLED GLOBAL PHARMA COMPANY TO BOOST R&D KNOWLEDGE DISCOVERY
           5.3.14 RFS OPTIMIZED ITS GLOBAL PRODUCT AND INVENTORY MANAGEMENT BY USING ECCENCA’S SOLUTION
    5.4 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS/BUYERS 
           FIGURE 21 MARKET: TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS
    5.5 GRAPH DATABASE: EVOLUTION 
    5.6 GRAPH DATABASE: ARCHITECTURE 
           FIGURE 22 ARCHITECTURE OF GRAPH DATABASE
    5.7 PATENT ANALYSIS 
           5.7.1 METHODOLOGY
           5.7.2 DOCUMENT TYPE
                    TABLE 6 PATENTS FILED, 2013–2023
           5.7.3 INNOVATION AND PATENT APPLICATIONS
                    FIGURE 23 TOTAL NUMBER OF PATENTS GRANTED, 2013–2023
                    5.7.3.1 Top applicants
                    FIGURE 24 TOP 10 COMPANIES WITH PATENT APPLICATIONS, 2013–2023
                    TABLE 7 US: TOP TEN PATENT OWNERS IN MARKET, 2013–2023
    5.8 VALUE/SUPPLY CHAIN ANALYSIS 
           FIGURE 25 VALUE/SUPPLY CHAIN OF GRAPH DATABASE
    5.9 ECOSYSTEM ANALYSIS 
           FIGURE 26 MARKET: ECOSYSTEM ANALYSIS
           TABLE 8 ROLE OF KEY PLAYERS IN MARKET ECOSYSTEM
    5.10 PRICING MODEL ANALYSIS 
           5.10.1 AVERAGE SELLING PRICE ANALYSIS, BY OFFERING
                    TABLE 9 PRICING ANALYSIS
    5.11 TECHNOLOGY ANALYSIS 
           5.11.1 IMPACT OF GRAPH DATABASE ON KEY TECHNOLOGIES
                    5.11.1.1 Cloud computing
                    5.11.1.2 AI and ML
                    5.11.1.3 IoT
                    5.11.1.4 Blockchain
           5.11.2 IMPACT OF GRAPH DATABASE ON ADJACENT NICHE TECHNOLOGIES
                    5.11.2.1 NLP
                    5.11.2.2 Big data & analytics
                    5.11.2.3 Graph Neural Networks (GNNs)
    5.12 PORTER’S FIVE FORCES ANALYSIS 
                    FIGURE 27 GRAPH DATABASE MARKET: PORTER’S FIVE FORCES ANALYSIS
                    TABLE 10 IMPACT OF PORTER’S FIVE FORCES ON MARKET
           5.12.1 THREAT OF NEW ENTRANTS
           5.12.2 THREAT OF SUBSTITUTES
           5.12.3 BARGAINING POWER OF SUPPLIERS
           5.12.4 BARGAINING POWER OF BUYERS
           5.12.5 INTENSITY OF COMPETITIVE RIVALRY
    5.13 REGULATORY IMPLICATIONS 
           5.13.1 GENERAL DATA PROTECTION REGULATION
           5.13.2 INTERNATIONAL ORGANIZATION FOR STANDARDIZATION 27001
           5.13.3 EU DATA GOVERNANCE ACT
           5.13.4 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT OF 1996
           5.13.5 BASEL COMMITTEE ON BANKING SUPERVISION 239 COMPLIANCE
           5.13.6 SARBANES-OXLEY ACT OF 2002
    5.14 TECHNOLOGY ROADMAP OF MARKET 
                    TABLE 11 TECHNOLOGY ROADMAP OF MARKET, 2023–2030
6 GRAPH DATABASE MARKET, BY OFFERING (Page No. - 83)
    6.1 INTRODUCTION 
           6.1.1 OFFERING: MARKET DRIVERS
                    FIGURE 28 SERVICES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
                    TABLE 12 MARKET, BY OFFERING, 2018–2022 (USD MILLION)
                    TABLE 13 MARKET, BY OFFERING, 2023–2028 (USD MILLION)
    6.2 SOLUTIONS 
           6.2.1 NEED TO FACILITATE PRECISE AND IN-DEPTH DATA CONNECTIONS TO DRIVE GROWTH
                    TABLE 14 SOLUTIONS: MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 15 SOLUTIONS: MARKET, BY REGION, 2023–2028 (USD MILLION)
           6.2.2 BY SOLUTION TYPE
                    6.2.2.1 Graph Extension
                               TABLE 16 GRAPH EXTENSION: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 17 GRAPH EXTENSION: MARKET, BY REGION, 2023–2028 (USD MILLION)
                    6.2.2.2 Graph Processing Engine
                               TABLE 18 GRAPH PROCESSING ENGINE: MARKET, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 19 GRAPH PROCESSING ENGINE: MARKET, BY REGION, 2023–2028 (USD MILLION)
                    6.2.2.3 Native Graph Database
                               TABLE 20 NATIVE GRAPH DATABASE: MARKET, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 21 NATIVE GRAPH DATABASE: MARKET, BY REGION, 2023–2028 (USD MILLION)
           6.2.3 BY DEPLOYMENT MODE
                    6.2.3.1 Cloud
                               TABLE 22 CLOUD: MARKET, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 23 CLOUD: MARKET, BY REGION, 2023–2028 (USD MILLION)
                    6.2.3.2 On-premises
                               TABLE 24 ON-PREMISES: MARKET, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 25 ON-PREMISES: MARKET, BY REGION, 2023–2028 (USD MILLION)
    6.3 SERVICES 
           FIGURE 29 MANAGED SERVICES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
           TABLE 26 MARKET, BY SERVICE, 2018–2022 (USD MILLION)
           TABLE 27 MARKET, BY SERVICES, 2023–2028 (USD MILLION)
           TABLE 28 SERVICES: MARKET, BY REGION, 2018–2022 (USD MILLION)
           TABLE 29 SERVICES: MARKET, BY REGION, 2023–2028 (USD MILLION)
           6.3.1 MANAGED SERVICES
                    6.3.1.1 Need to maintain tool operations and reduce overhead costs to drive market
                               TABLE 30 MANAGED SERVICES: MARKET, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 31 MANAGED SERVICES: MARKET, BY REGION, 2023–2028 (USD MILLION)
           6.3.2 PROFESSIONAL SERVICES
                    FIGURE 30 SUPPORT & MAINTENANCE SERVICES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
                    TABLE 32 PROFESSIONAL SERVICES: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 33 PROFESSIONAL SERVICES: MARKET, BY REGION, 2023–2028 (USD MILLION)
                    TABLE 34 MARKET, BY PROFESSIONAL SERVICE, 2018–2022 (USD MILLION)
                    TABLE 35 MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION)
                    6.3.2.1 Consulting services
                               6.3.2.1.1 Growing technicalities in implementing tools and services to boost growth
                               TABLE 36 CONSULTING SERVICES: MARKET, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 37 CONSULTING SERVICES: MARKET, BY REGION, 2023–2028 (USD MILLION)
                    6.3.2.2 Deployment & integration services
                               6.3.2.2.1 Growing need to overcome system-related issues effectively to drive market
                               TABLE 38 DEPLOYMENT & INTEGRATION SERVICES: MARKET, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 39 DEPLOYMENT & INTEGRATION SERVICES: MARKET, BY REGION, 2023–2028 (USD MILLION)
                    6.3.2.3 Support & maintenance services
                               6.3.2.3.1 Rising deployment of solutions to fuel market
                               TABLE 40 SUPPORT & MAINTENANCE SERVICES: MARKET, BY REGION, 2018–2022 (USD MILLION)
                               TABLE 41 SUPPORT & MAINTENANCE SERVICES: MARKET, BY REGION, 2023–2028 (USD MILLION)
7 GRAPH DATABASE MARKET, BY MODEL TYPE (Page No. - 100)
    7.1 INTRODUCTION 
           7.1.1 MODEL TYPE: MARKET DRIVERS
                    FIGURE 31 HYPERGRAPHS SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
                    TABLE 42 MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
                    TABLE 43 MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
    7.2 RESOURCE DESCRIPTION FRAMEWORK 
           7.2.1 NEED FOR INTELLIGENT DATA MANAGEMENT SOLUTIONS IN RDF TO DRIVE DEMAND FOR GRAPH DATABASE
                    TABLE 44 RESOURCE DESCRIPTION FRAMEWORK: MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 45 RESOURCE DESCRIPTION FRAMEWORK: MARKET, BY REGION, 2023–2028 (USD MILLION)
    7.3 LABELED PROPERTY GRAPH 
           7.3.1 INCREASING URGE TO FIND RELATIONSHIPS AMONG NUMEROUS ENTITIES TO BOOST MARKET
                    TABLE 46 LABELED PROPERTY GRAPH: MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 47 LABELED PROPERTY GRAPH: MARKET, BY REGION, 2023–2028 (USD MILLION)
    7.4 HYPERGRAPHS 
           7.4.1 HYPERGRAPHS TO PROVIDE MORE ACCURATE REFLECTION OF REAL-WORLD RELATIONSHIPS AND ENHANCE DATA MODELING ACCURACY AND QUERY VERSATILITY
                    TABLE 48 HYPERGRAPHS: MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 49 HYPERGRAPHS: MARKET, BY REGION, 2023–2028 (USD MILLION)
8 GRAPH DATABASE MARKET, BY ANALYSIS TYPE (Page No. - 106)
    8.1 INTRODUCTION 
           8.1.1 ANALYSIS TYPE: MARKET DRIVERS
                    FIGURE 32 COMMUNITY ANALYSIS TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
                    TABLE 50 MARKET, BY ANALYSIS TYPE, 2018–2022 (USD MILLION)
                    TABLE 51 MARKET, BY ANALYSIS TYPE, 2023–2028 (USD MILLION)
    8.2 COMMUNITY ANALYSIS 
           8.2.1 REDUCED OPERATIONAL COST AND HIGHER SCALABILITY TO ENABLE GROWTH
                    TABLE 52 COMMUNITY ANALYSIS: MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 53 COMMUNITY ANALYSIS: MARKET, BY REGION, 2023–2028 (USD MILLION)
    8.3 CONNECTIVITY ANALYSIS 
           8.3.1 FOCUS ON PROVIDING TOOLS TO OPTIMIZE INFORMATION FLOW TO DRIVE MARKET
                    TABLE 54 CONNECTIVITY ANALYSIS: MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 55 CONNECTIVITY ANALYSIS: MARKET, BY REGION, 2023–2028 (USD MILLION)
    8.4 CENTRALITY ANALYSIS 
           8.4.1 NEED FOR IDENTIFYING NODES AND UNCOVERING HIDDEN PATTERNS TO DRIVE MARKET EXPANSION
                    TABLE 56 CENTRALITY ANALYSIS: MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 57 CENTRALITY ANALYSIS: MARKET, BY REGION, 2023–2028 (USD MILLION)
    8.5 PATH ANALYSIS 
           8.5.1 FOCUS ON IDENTIFYING FRAUDULENT ACTIVITIES TO FOSTER GROWTH
                    TABLE 58 PATH ANALYSIS: MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 59 PATH ANALYSIS: MARKET, BY REGION, 2023–2028 (USD MILLION)
9 GRAPH DATABASE MARKET, BY VERTICAL (Page No. - 113)
    9.1 INTRODUCTION 
           9.1.1 VERTICAL: MARKET DRIVERS
                    FIGURE 33 BFSI TO HOLD LARGEST MARKET SIZE DURING FORECAST PERIOD
                    TABLE 60 MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
                    TABLE 61 MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
    9.2 BANKING, FINANCIAL SERVICES, AND INSURANCE 
           9.2.1 GROWING ADOPTION OF FINANCIAL STANDARDS AND COMPLIANCE WITH REGULATIONS TO DRIVE MARKET
                    TABLE 62 BANKING, FINANCIAL SERVICES, AND INSURANCE: MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 63 BANKING, FINANCIAL SERVICES, AND INSURANCE: MARKET, BY REGION, 2023–2028 (USD MILLION)
           9.2.2 FRAUD DETECTION & PREVENTION
           9.2.3 ANTI-MONEY LAUNDERING
           9.2.4 CUSTOMER RELATIONSHIP MANAGEMENT
           9.2.5 RISK MANAGEMENT
           9.2.6 KNOW YOUR CUSTOMER (KYC) PROCESSES
    9.3 RETAIL & ECOMMERCE 
           9.3.1 NEED TO IDENTIFY CUSTOMER BEHAVIOR IN REAL TIME TO DRIVE MARKET
                    TABLE 64 RETAIL & ECOMMERCE: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 65 RETAIL & ECOMMERCE: MARKET, BY REGION, 2023–2028 (USD MILLION)
           9.3.2 PERSONALIZED PRODUCT RECOMMENDATIONS
           9.3.3 CUSTOMER SEGMENTATION AND TARGETING
           9.3.4 SUPPLY CHAIN OPTIMIZATION
           9.3.5 SOCIAL MEDIA INFLUENCE ON BUYING BEHAVIOR
           9.3.6 INVENTORY MANAGEMENT & DEMAND FORECASTING
    9.4 TELECOM & IT 
           9.4.1 DEMAND FOR IMPROVED SERVICES TO GROW CUSTOMER BASE TO DRIVE MARKET
                    TABLE 66 TELECOM & IT: MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 67 TELECOM & IT: MARKET, BY REGION, 2023–2028 (USD MILLION)
           9.4.2 NETWORK ANALYSIS & OPTIMIZATION
           9.4.3 CUSTOMER CHURN PREDICTION
           9.4.4 SERVICE INCIDENT MANAGEMENT
           9.4.5 NETWORK SECURITY ANALYSIS
           9.4.6 IOT DEVICE MANAGEMENT & CONNECTIVITY
    9.5 HEALTHCARE, LIFE SCIENCES, AND PHARMACEUTICALS 
           9.5.1 NEED FOR IMPROVED PATIENT-CENTRIC EXPERIENCE AND TREATMENT IN REAL TIME TO DRIVE MARKET
                    TABLE 68 HEALTHCARE, LIFESCIENCES, AND PHARMACEUTICALS: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 69 HEALTHCARE, LIFESCIENCES, AND PHARMACEUTICALS: MARKET, BY REGION, 2023–2028 (USD MILLION)
           9.5.2 PATIENT JOURNEY & CARE PATHWAY ANALYSIS
           9.5.3 DRUG DISCOVERY & DEVELOPMENT
           9.5.4 MEDICAL KNOWLEDGE GRAPHS
           9.5.5 DISEASE DIAGNOSIS & SURVEILLANCE
           9.5.6 PERSONALIZED MEDICINE & TREATMENT PLANS
    9.6 GOVERNMENT & PUBLIC SECTOR 
           9.6.1 RISING NEED FOR ENHANCED DATA SECURITY AND ADVANCED INTELLIGENCE TO DRIVE MARKET
                    TABLE 70 GOVERNMENT & PUBLIC SECTOR: MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 71 GOVERNMENT & PUBLIC SECTOR: MARKET, BY REGION, 2023–2028 (USD MILLION)
           9.6.2 SECURITY & LAW ENFORCEMENT
           9.6.3 GOVERNMENT SERVICE OPTIMIZATION
           9.6.4 CRISIS MANAGEMENT & DISASTER RESPONSE PLANNING
           9.6.5 PUBLIC HEALTH MONITORING
           9.6.6 LEGISLATIVE & REGULATORY ANALYSIS
    9.7 MANUFACTURING & AUTOMOTIVE 
           9.7.1 GROWING NEED TO EXTEND FACTORY EQUIPMENT LIFESPAN AND REDUCE PRODUCTION RISK DELAYS TO BOOST GROWTH
                    TABLE 72 MANUFACTURING & AUTOMOTIVE: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 73 MANUFACTURING & AUTOMOTIVE: MARKET, BY REGION, 2023–2028 (USD MILLION)
           9.7.2 PRODUCT LIFECYCLE MANAGEMENT
           9.7.3 QUALITY CONTROL & DEFECT TRACKING
           9.7.4 EQUIPMENT & PREDICTIVE MAINTENANCE
           9.7.5 VENDOR & SUPPLIER ANALYSIS
    9.8 MEDIA & ENTERTAINMENT 
           9.8.1 DEMAND FOR MODELING-USER PREFERENCES AND CONTENT INTERACTIONS TO FOSTER MARKET
                    TABLE 74 MEDIA & ENTERTAINMENT: MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 75 MEDIA & ENTERTAINMENT: MARKET, BY REGION, 2023–2028 (USD MILLION)
           9.8.2 CONTENT RECOMMENDATION & PERSONALIZATION
           9.8.3 AUDIENCE SEGMENTATION & TARGETING
           9.8.4 RIGHTS MANAGEMENT & LICENSING
           9.8.5 TREND ANALYSIS & POPULARITY PREDICTION
           9.8.6 USER ENGAGEMENT ANALYSIS
    9.9 ENERGY & UTILITIES 
           9.9.1 NEED TO FACILITATE INTUITIVE PATHWAYS FOR COMPLEX NETWORKS TO DRIVE MARKET
                    TABLE 76 ENERGY & UTILITIES: MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 77 ENERGY & UTILITIES: MARKET, BY REGION, 2023–2028 (USD MILLION)
           9.9.2 SMART GRID MANAGEMENT
           9.9.3 DEMAND-SIDE MANAGEMENT
           9.9.4 ENVIRONMENTAL MONITORING
           9.9.5 RENEWABLE ENERGY INTEGRATION & OPTIMIZATION
    9.10 TRAVEL & HOSPITALITY 
           9.10.1 FOCUS ON FOSTERING TRAVEL PLANS FOR BETTER CUSTOMER EXPERIENCES TO DRIVE MARKET EXPANSION
                    TABLE 78 TRAVEL & HOSPITALITY: MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 79 TRAVEL & HOSPITALITY: MARKET, BY REGION, 2023–2028 (USD MILLION)
           9.10.2 CUSTOMER JOURNEY MAPPING
           9.10.3 BOOKING & RESERVATION OPTIMIZATION
           9.10.4 STAFF & RESOURCE ALLOCATION
           9.10.5 TOURISM PLANNING & PROMOTION
    9.11 TRANSPORTATION & LOGISTICS 
           9.11.1 RISING NEED FOR GAINING COMPLETE AND REAL-TIME VISIBILITY TO MINIMIZE RISKS TO DRIVE MARKET
                    TABLE 80 TRANSPORTATION & LOGISTICS: MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 81 TRANSPORTATION & LOGISTICS: MARKET, BY REGION, 2023–2028 (USD MILLION)
           9.11.2 ROUTE OPTIMIZATION & FLEET MANAGEMENT
           9.11.3 ASSET TRACKING & MANAGEMENT
           9.11.4 RISK ASSESSMENT & MITIGATION
           9.11.5 SUPPLIER COLLABORATION & PERFORMANCE ANALYSIS
    9.12 OTHER VERTICALS 
                    TABLE 82 OTHER VERTICALS: MARKET, BY REGION, 2018–2022 (USD MILLION)
                    TABLE 83 OTHER VERTICALS: MARKET, BY REGION, 2023–2028 (USD MILLION)
10 GRAPH DATABASE MARKET, BY REGION (Page No. - 139)
     10.1 INTRODUCTION 
               FIGURE 34 ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD
               TABLE 84 MARKET, BY REGION, 2018–2022 (USD MILLION)
               TABLE 85 MARKET, BY REGION, 2023–2028 (USD MILLION)
     10.2 NORTH AMERICA 
               FIGURE 35 NORTH AMERICA: MARKET SNAPSHOT
             10.2.1 NORTH AMERICA: MARKET DRIVERS
             10.2.2 NORTH AMERICA: RECESSION IMPACT
             10.2.3 NORTH AMERICA: MARKET REGULATIONS
                       10.2.3.1 The Personal Information Protection and Electronic Documents Act (PIPEDA)
                       10.2.3.2 Gramm–Leach–Bliley (GLB) Act
                       10.2.3.3 Health Insurance Portability and Accountability (HIPAA) Act of 1996
                       10.2.3.4 Federal Information Security Management Act
                       10.2.3.5 Federal Information Processing Standards
                       10.2.3.6 California Consumer Privacy Act (CSPA)
                                   TABLE 86 NORTH AMERICA: GRAPH DATABASE MARKET, BY OFFERING, 2018–2022 (USD MILLION)
                                   TABLE 87 NORTH AMERICA: MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                                   TABLE 88 NORTH AMERICA: MARKET, BY SERVICE, 2018–2022 (USD MILLION)
                                   TABLE 89 NORTH AMERICA: MARKET, BY SERVICE, 2023–2028 (USD MILLION)
                                   TABLE 90 NORTH AMERICA: MARKET, BY PROFESSIONAL SERVICE, 2018–2022 (USD MILLION)
                                   TABLE 91 NORTH AMERICA: MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION)
                                   TABLE 92 NORTH AMERICA: MARKET, BY SOLUTION TYPE, 2018–2022 (USD MILLION)
                                   TABLE 93 NORTH AMERICA: MARKET, BY SOLUTION TYPE, 2023–2028 (USD MILLION)
                                   TABLE 94 NORTH AMERICA: MARKET, BY SOLUTION DEPLOYMENT MODE, 2018–2022 (USD MILLION)
                                   TABLE 95 NORTH AMERICA: MARKET, BY SOLUTION DEPLOYMENT MODE, 2023–2028 (USD MILLION)
                                   TABLE 96 NORTH AMERICA: MARKET, BY ANALYSIS TYPE, 2018–2022 (USD MILLION)
                                   TABLE 97 NORTH AMERICA: MARKET, BY ANALYSIS TYPE, 2023–2028 (USD MILLION)
                                   TABLE 98 NORTH AMERICA: MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
                                   TABLE 99 NORTH AMERICA: MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
                                   TABLE 100 NORTH AMERICA: MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
                                   TABLE 101 NORTH AMERICA: MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
                                   TABLE 102 NORTH AMERICA: MARKET, BY COUNTRY, 2018–2022 (USD MILLION)
                                   TABLE 103 NORTH AMERICA: MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
             10.2.4 US
                       10.2.4.1 Rapid adoption of innovative solutions, government initiatives, and social media platforms to drive market
             10.2.5 CANADA
                       10.2.5.1 Need for increased investment and real-time decision-making to drive market
     10.3 EUROPE 
             10.3.1 EUROPE: MARKET DRIVERS
             10.3.2 EUROPE: RECESSION IMPACT
             10.3.3 EUROPE: MARKET REGULATIONS
                       10.3.3.1 General Data Protection Regulation (GDPR)
                       10.3.3.2 European Committee for Standardization (CEN)
                                   TABLE 104 EUROPE: GRAPH DATABASE MARKET, BY OFFERING, 2018–2022 (USD MILLION)
                                   TABLE 105 EUROPE: MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                                   TABLE 106 EUROPE: MARKET, BY SERVICE, 2018–2022 (USD MILLION)
                                   TABLE 107 EUROPE: MARKET, BY SERVICE, 2023–2028 (USD MILLION)
                                   TABLE 108 EUROPE: MARKET, BY PROFESSIONAL SERVICE, 2018–2022 (USD MILLION)
                                   TABLE 109 EUROPE: MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION)
                                   TABLE 110 EUROPE: MARKET, BY SOLUTION TYPE, 2018–2022 (USD MILLION)
                                   TABLE 111 EUROPE: MARKET, BY SOLUTION TYPE, 2023–2028 (USD MILLION)
                                   TABLE 112 EUROPE: MARKET, BY DEPLOYMENT MODE, 2018–2022 (USD MILLION)
                                   TABLE 113 EUROPE: MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
                                   TABLE 114 EUROPE: MARKET, BY ANALYSIS TYPE, 2018–2022 (USD MILLION)
                                   TABLE 115 EUROPE: MARKET, BY ANALYSIS TYPE, 2023–2028 (USD MILLION)
                                   TABLE 116 EUROPE: MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
                                   TABLE 117 EUROPE: MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
                                   TABLE 118 EUROPE: MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
                                   TABLE 119 EUROPE: MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
                                   TABLE 120 EUROPE: MARKET, BY COUNTRY, 2018–2022 (USD MILLION)
                                   TABLE 121 EUROPE: GRAPH DATABASE MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
             10.3.4 UK
                       10.3.4.1 Rising adoption of graph database solutions by enterprises and government to boost market
             10.3.5 GERMANY
                       10.3.5.1 Adopting initiatives for technological developments in Germany to propel market
             10.3.6 FRANCE
                       10.3.6.1 Rising demand for R&D investments and retail & manufacturing to boost market
             10.3.7 ITALY
                       10.3.7.1 Need for increased collaboration between startups and established tech companies to drive market
             10.3.8 SPAIN
                       10.3.8.1 Rising adoption of data-driven decision-making techniques to drive market
             10.3.9 REST OF EUROPE
     10.4 ASIA PACIFIC 
               FIGURE 36 ASIA PACIFIC: MARKET SNAPSHOT
             10.4.1 ASIA PACIFIC: MARKET DRIVERS
             10.4.2 ASIA PACIFIC: RECESSION IMPACT
             10.4.3 ASIA PACIFIC: MARKET REGULATIONS
                       10.4.3.1 Personal Data Protection Act (PDPA)
                       10.4.3.2 International Organization for Standardization (ISO) 27001
                                   TABLE 122 ASIA PACIFIC: GRAPH DATABASE MARKET, BY OFFERING, 2018–2022 (USD MILLION)
                                   TABLE 123 ASIA PACIFIC: MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                                   TABLE 124 ASIA PACIFIC: MARKET, BY SERVICE, 2018–2022 (USD MILLION)
                                   TABLE 125 ASIA PACIFIC: MARKET, BY SERVICE, 2023–2028 (USD MILLION)
                                   TABLE 126 ASIA PACIFIC: MARKET, BY PROFESSIONAL SERVICE, 2018–2022 (USD MILLION)
                                   TABLE 127 ASIA PACIFIC: MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION)
                                   TABLE 128 ASIA PACIFIC: MARKET, BY SOLUTION TYPE, 2018–2022 (USD MILLION)
                                   TABLE 129 ASIA PACIFIC: MARKET, BY SOLUTION TYPE, 2023–2028 (USD MILLION)
                                   TABLE 130 ASIA PACIFIC: MARKET, BY DEPLOYMENT MODE, 2018–2022 (USD MILLION)
                                   TABLE 131 ASIA PACIFIC: MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
                                   TABLE 132 ASIA PACIFIC: MARKET, BY ANALYSIS TYPE, 2018–2022 (USD MILLION)
                                   TABLE 133 ASIA PACIFIC: MARKET, BY ANALYSIS TYPE, 2023–2028 (USD MILLION)
                                   TABLE 134 ASIA PACIFIC: MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
                                   TABLE 135 ASIA PACIFIC: MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
                                   TABLE 136 ASIA PACIFIC: MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
                                   TABLE 137 ASIA PACIFIC: MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
                                   TABLE 138 ASIA PACIFIC: MARKET, BY COUNTRY, 2018–2022 (USD MILLION)
                                   TABLE 139 ASIA PACIFIC: GRAPH DATABASE MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
             10.4.4 CHINA
                       10.4.4.1 Increasing focus on integrating AI and deep learning technologies to drive market expansion
             10.4.5 JAPAN
                       10.4.5.1 Rising adoption of technology to boost market
             10.4.6 INDIA
                       10.4.6.1 Need for booming eCommerce and banking to drive market
             10.4.7 SOUTH KOREA
                       10.4.7.1 Adoption of advanced technologies to drive market
             10.4.8 AUSTRALIA & NEW ZEALAND
                       10.4.8.1 Growing infrastructure developments in ANZ to boost market
             10.4.9 REST OF ASIA PACIFIC
     10.5 MIDDLE EAST & AFRICA 
             10.5.1 MIDDLE EAST & AFRICA: MARKET DRIVERS
             10.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT
             10.5.3 MIDDLE EAST & AFRICA: MARKET REGULATIONS
                       10.5.3.1 Israeli Privacy Protection Regulations (Data Security), 5777-2017
                       10.5.3.2 GDPR Applicability in KSA
                       10.5.3.3 Protection of Personal Information Act (POPIA)
                                   TABLE 140 MIDDLE EAST & AFRICA: GRAPH DATABASE MARKET, BY OFFERING, 2018–2022 (USD MILLION)
                                   TABLE 141 MIDDLE EAST & AFRICA: MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                                   TABLE 142 MIDDLE EAST & AFRICA: MARKET, BY SERVICE, 2018–2022 (USD MILLION)
                                   TABLE 143 MIDDLE EAST & AFRICA: MARKET, BY SERVICE, 2023–2028 (USD MILLION)
                                   TABLE 144 MIDDLE EAST & AFRICA: MARKET, BY PROFESSIONAL SERVICE, 2018–2022 (USD MILLION)
                                   TABLE 145 MIDDLE EAST & AFRICA: MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION)
                                   TABLE 146 MIDDLE EAST & AFRICA: MARKET, BY SOLUTION TYPE, 2018–2022 (USD MILLION)
                                   TABLE 147 MIDDLE EAST & AFRICA: MARKET, BY SOLUTION TYPE, 2023–2028 (USD MILLION)
                                   TABLE 148 MIDDLE EAST & AFRICA: MARKET, BY DEPLOYMENT MODE, 2018–2022 (USD MILLION)
                                   TABLE 149 MIDDLE EAST & AFRICA: MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
                                   TABLE 150 MIDDLE EAST & AFRICA: MARKET, BY ANALYSIS TYPE, 2018–2022 (USD MILLION)
                                   TABLE 151 MIDDLE EAST & AFRICA: MARKET, BY ANALYSIS TYPE, 2023–2028 (USD MILLION)
                                   TABLE 152 MIDDLE EAST & AFRICA: MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
                                   TABLE 153 MIDDLE EAST & AFRICA: MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
                                   TABLE 154 MIDDLE EAST & AFRICA: MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
                                   TABLE 155 MIDDLE EAST & AFRICA: MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
                                   TABLE 156 MIDDLE EAST & AFRICA: MARKET, BY COUNTRY, 2018–2022 (USD MILLION)
                                   TABLE 157 MIDDLE EAST & AFRICA: GRAPH DATABASE MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
             10.5.4 UAE
                       10.5.4.1 Need for analyzing AI-driven and fraud detection relationships to drive market
             10.5.5 SAUDI ARABIA
                       10.5.5.1 Rise of big data and need for real-time analytics to contribute to market growth
             10.5.6 ISRAEL
                       10.5.6.1 Rapid growth of interconnected data in social media, eCommerce, and IoT to boost growth
             10.5.7 SOUTH AFRICA
                       10.5.7.1 Rapid adoption of graph databases as transformative tools to drive market expansion
             10.5.8 REST OF MIDDLE EAST & AFRICA
     10.6 LATIN AMERICA 
             10.6.1 LATIN AMERICA: MARKET DRIVERS
             10.6.2 LATIN AMERICA: RECESSION IMPACT
             10.6.3 LATIN AMERICA: MARKET REGULATIONS
                       10.6.3.1 Brazil Data Protection Law
                       10.6.3.2 Argentina Personal Data Protection Law No. 25.326
                                   TABLE 158 LATIN AMERICA: GRAPH DATABASE MARKET, BY OFFERING, 2018–2022 (USD MILLION)
                                   TABLE 159 LATIN AMERICA: MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                                   TABLE 160 LATIN AMERICA: MARKET, BY SERVICE, 2018–2022 (USD MILLION)
                                   TABLE 161 LATIN AMERICA: MARKET, BY SERVICE, 2023–2028 (USD MILLION)
                                   TABLE 162 LATIN AMERICA: MARKET, BY PROFESSIONAL SERVICE, 2018–2022 (USD MILLION)
                                   TABLE 163 LATIN AMERICA: MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION)
                                   TABLE 164 LATIN AMERICA: MARKET, BY SOLUTION TYPE, 2018–2022 (USD MILLION)
                                   TABLE 165 LATIN AMERICA: MARKET, BY SOLUTION TYPE, 2023–2028 (USD MILLION)
                                   TABLE 166 LATIN AMERICA: MARKET, BY DEPLOYMENT MODE, 2018–2022 (USD MILLION)
                                   TABLE 167 LATIN AMERICA: MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
                                   TABLE 168 LATIN AMERICA: MARKET, BY ANALYSIS TYPE, 2018–2022 (USD MILLION)
                                   TABLE 169 LATIN AMERICA: MARKET, BY ANALYSIS TYPE, 2023–2028 (USD MILLION)
                                   TABLE 170 LATIN AMERICA: MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION)
                                   TABLE 171 LATIN AMERICA: MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION)
                                   TABLE 172 LATIN AMERICA: MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
                                   TABLE 173 LATIN AMERICA: MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
                                   TABLE 174 LATIN AMERICA: MARKET, BY COUNTRY, 2018–2022 (USD MILLION)
                                   TABLE 175 LATIN AMERICA: GRAPH DATABASE MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
             10.6.4 BRAZIL
                       10.6.4.1 Rising investments in technology by multinational companies to boost adoption of graph database
             10.6.5 MEXICO
                       10.6.5.1 Adoption of government initiatives and increase in software & services to trigger market growth
             10.6.6 ARGENTINA
                       10.6.6.1 Surge in empowering businesses for enhancing user engagement to drive market expansion
             10.6.7 REST OF LATIN AMERICA
11 COMPETITIVE LANDSCAPE (Page No. - 187)
     11.1 OVERVIEW 
     11.2 STRATEGIES ADOPTED BY KEY PLAYERS 
               TABLE 176 OVERVIEW OF STRATEGIES DEPLOYED BY KEY PLAYERS IN MARKET
     11.3 HISTORICAL REVENUE ANALYSIS OF KEY PLAYERS 
               FIGURE 37 HISTORICAL REVENUE ANALYSIS OF TOP PLAYERS, 2020–2022 (USD MILLION)
     11.4 MARKET SHARE ANALYSIS 
               FIGURE 38 GRAPH DATABASE MARKET: MARKET SHARE ANALYSIS
               TABLE 177 MARKET: DEGREE OF COMPETITION
     11.5 GRAPH DATABASE BRAND/PRODUCT COMPARATIVE LANDSCAPE 
               TABLE 178 TRENDING GRAPH DATABASE PRODUCT/BRAND COMPARISON
     11.6 COMPANY EVALUATION MATRIX FOR KEY PLAYERS 
             11.6.1 STARS
             11.6.2 EMERGING LEADERS
             11.6.3 PERVASIVE PLAYERS
             11.6.4 PARTICIPANTS
                       FIGURE 39 COMPANY EVALUATION MATRIX FOR KEY PLAYERS, 2022
     11.7 COMPETITIVE BENCHMARKING 
               TABLE 179 MARKET: COMPETITIVE BENCHMARKING OF KEY PLAYERS
               TABLE 180 MARKET: DETAILED LIST OF STARTUPS/SMES
               TABLE 181 MARKET: COMPETITIVE BENCHMARKING OF STARTUPS/SMES
     11.8 COMPANY EVALUATION MATRIX FOR STARTUPS/SMES 
             11.8.1 PROGRESSIVE COMPANIES
             11.8.2 RESPONSIVE COMPANIES
             11.8.3 DYNAMIC COMPANIES
             11.8.4 STARTING BLOCKS
                       FIGURE 40 COMPANY EVALUATION MATRIX FOR STARTUPS/SMES, 2022
     11.9 COMPETITIVE SCENARIO 
             11.9.1 PRODUCT LAUNCHES
                       TABLE 182 PRODUCT LAUNCHES, MAY 2019–MAY 2023
             11.9.2 DEALS
                       TABLE 183 DEALS, JANUARY 2021– MAY 2023
12 COMPANY PROFILES (Page No. - 202)
     12.1 INTRODUCTION 
(Business overview, Products offered, Recent developments & MnM View)*
     12.2 KEY PLAYERS 
             12.2.1 IBM
                       TABLE 184 IBM: BUSINESS OVERVIEW
                       FIGURE 41 IBM: COMPANY SNAPSHOT
                       TABLE 185 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 186 IBM: PRODUCT LAUNCHES/ENHANCEMENTS
                       TABLE 187 IBM: DEALS
             12.2.2 ORACLE
                       TABLE 188 ORACLE: BUSINESS OVERVIEW
                       FIGURE 42 ORACLE: COMPANY SNAPSHOT
                       TABLE 189 ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 190 ORACLE: PRODUCT LAUNCHES/ENHANCEMENTS
                       TABLE 191 ORACLE: DEALS
             12.2.3 MICROSOFT
                       TABLE 192 MICROSOFT: BUSINESS OVERVIEW
                       FIGURE 43 MICROSOFT: COMPANY SNAPSHOT
                       TABLE 193 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 194 MICROSOFT: PRODUCT LAUNCHES/ENHANCEMENTS
                       TABLE 195 MICROSOFT: DEALS
             12.2.4 AWS
                       TABLE 196 AWS: BUSINESS OVERVIEW
                       FIGURE 44 AWS: COMPANY SNAPSHOT
                       TABLE 197 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 198 AWS: PRODUCT LAUNCHES/ ENHANCEMENTS
                       TABLE 199 AWS: DEALS
             12.2.5 SAP
                       TABLE 200 SAP: BUSINESS OVERVIEW
                       FIGURE 45 SAP: COMPANY SNAPSHOT
                       TABLE 201 SAP: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 202 SAP: PRODUCT LAUNCHES/ENHANCEMENTS
                       TABLE 203 SAP: DEALS
             12.2.6 NEO4J
                       TABLE 204 NEO4J: BUSINESS OVERVIEW
                       TABLE 205 NEO4J: SOLUTIONS OFFERED
                       TABLE 206 NEO4J: PRODUCT LAUNCHES/ENHANCEMENTS
                       TABLE 207 NEO4J: DEALS
             12.2.7 TIGERGRAPH
                       TABLE 208 TIGERGRAPH: BUSINESS OVERVIEW
                       TABLE 209 TIGERGRAPH: SOLUTIONS OFFERED
                       TABLE 210 TIGERGRAPH: PRODUCT LAUNCHES/ENHANCEMENTS
                       TABLE 211 TIGERGRAPH: DEALS
                       TABLE 212 TIGERGRAPH: OTHERS
             12.2.8 STARDOG
                       TABLE 213 STARDOG: BUSINESS OVERVIEW
                       TABLE 214 STARDOG: SOLUTIONS OFFERED
                       TABLE 215 STARDOG: PRODUCT LAUNCHES/ENHANCEMENTS
                       TABLE 216 STARDOG: DEALS
             12.2.9 DATASTAX
                       TABLE 217 DATASTAX: BUSINESS OVERVIEW
                       TABLE 218 DATASTAX: SOLUTIONS OFFERED
                       TABLE 219 DATASTAX: PRODUCT LAUNCHES/ENHANCEMENTS
                       TABLE 220 DATASTAX: DEALS
             12.2.10 HPE
                       TABLE 221 HPE: BUSINESS OVERVIEW
                       FIGURE 46 HPE: COMPANY SNAPSHOT
                       TABLE 222 HPE: SOLUTIONS OFFERED
                       TABLE 223 HPE: PRODUCT LAUNCHES/ENHANCEMENTS
                       TABLE 224 HPE: DEALS
             12.2.11 FRANZ INC
                       TABLE 225 FRANZ INC: BUSINESS OVERVIEW
                       TABLE 226 FRANZ INC: SOLUTIONS OFFERED
                       TABLE 227 FRANZ INC: PRODUCT LAUNCHES/ENHANCEMENTS
                       TABLE 228 FRANZ INC: DEALS
             12.2.12 ONTOTEXT
                       TABLE 229 ONTOTEXT: BUSINESS OVERVIEW
                       TABLE 230 ONTOTEXT: SOLUTIONS OFFERED
                       TABLE 231 ONTOTEXT: PRODUCT LAUNCHES/ENHANCEMENTS
                       TABLE 232 ONTOTEXT: DEALS
             12.2.13 OPENLINK SOFTWARE
                       TABLE 233 OPENLINK SOFTWARE: BUSINESS OVERVIEW
                       TABLE 234 OPENLINK SOFTWARE: SOLUTIONS OFFERED
                       TABLE 235 OPENLINK SOFTWARE: PRODUCT LAUNCHES/ENHANCEMENTS
             12.2.14 DGRAPH LABS
                       TABLE 236 DGRAPH LABS: BUSINESS OVERVIEW
                       TABLE 237 DGRAPH LABS: SOLUTIONS OFFERED
                       TABLE 238 DGRAPH LABS: PRODUCT LAUNCHES/ENHANCEMENTS
                       TABLE 239 DGRAPH LABS: DEALS
             12.2.15 TIBCO
                       TABLE 240 TIBCO: BUSINESS OVERVIEW
                       TABLE 241 TIBCO: SOLUTIONS OFFERED
                       TABLE 242 TIBCO: PRODUCT LAUNCHES/ENHANCEMENTS
                       TABLE 243 TIBCO: DEALS
             12.2.16 TERADATA
                       TABLE 244 TERADATA: BUSINESS OVERVIEW
                       FIGURE 47 TERADATA: COMPANY SNAPSHOT
                       TABLE 245 TERADATA: SOLUTIONS OFFERED
             12.2.17 REDIS LABS
                       TABLE 246 REDIS LABS: BUSINESS OVERVIEW
                       TABLE 247 REDIS LABS: SOLUTIONS OFFERED
                       TABLE 248 REDIS LABS: PRODUCT LAUNCHES/ENHANCEMENTS
                       TABLE 249 REDIS LABS: DEALS
*Details on Business overview, Products offered, Recent developments & MnM View might not be captured in case of unlisted companies.
     12.3 OTHER KEY PLAYERS 
             12.3.1 OBJECTIVITY
             12.3.2 GRAPHBASE
             12.3.3 CAMBRIDGE SEMANTICS
             12.3.4 BLAZEGRAPH
             12.3.5 ECCENCA GMBH
             12.3.6 BITNINE
             12.3.7 ARANGODB
             12.3.8 FLUREE
             12.3.9 MEMGRAPH
             12.3.10 GRAPH STORY
13 ADJACENT AND RELATED MARKETS (Page No. - 262)
     13.1 INTRODUCTION 
     13.2 CLOUD DATABASE AND DBAAS MARKET - GLOBAL FORECAST TO 2028 
             13.2.1 MARKET DEFINITION
             13.2.2 MARKET OVERVIEW
                       13.2.2.1 Cloud database and DbaaS market, by component
                                   TABLE 250 CLOUD DATABASE AND DBAAS MARKET, BY COMPONENT, 2018–2022 (USD MILLION)
                                   TABLE 251 CLOUD DATABASE AND DBAAS MARKET, BY COMPONENT, 2023–2028 (USD MILLION)
                                   TABLE 252 CLOUD DATABASE AND DBAAS MARKET, BY SERVICE, 2018–2022 (USD MILLION)
                                   TABLE 253 CLOUD DATABASE AND DBAAS MARKET, BY SERVICE, 2023–2028 (USD MILLION)
                       13.2.2.2 Cloud database and DbaaS market, by deployment model
                                   TABLE 254 CLOUD DATABASE AND DBAAS MARKET, BY DEPLOYMENT MODEL, 2018–2022 (USD MILLION)
                                   TABLE 255 CLOUD DATABASE AND DBAAS MARKET, BY DEPLOYMENT MODEL, 2023–2028 (USD MILLION)
                       13.2.2.3 Cloud database and DbaaS market, by organization size
                                   TABLE 256 CLOUD DATABASE AND DBAAS MARKET, BY ORGANIZATION SIZE, 2018–2022 (USD MILLION)
                                   TABLE 257 CLOUD DATABASE AND DBAAS MARKET, BY ORGANIZATION SIZE, 2023–2028 (USD MILLION)
                       13.2.2.4 Cloud database and DbaaS market, by vertical
                                   TABLE 258 CLOUD DATABASE AND DBAAS MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
                                   TABLE 259 CLOUD DATABASE AND DBAAS MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
                       13.2.2.5 Cloud database and DbaaS market, by region
                                   TABLE 260 CLOUD DATABASE AND DBAAS MARKET, BY REGION, 2018–2022 (USD MILLION)
                                   TABLE 261 CLOUD DATABASE AND DBAAS MARKET, BY REGION, 2023–2028 (USD MILLION)
     13.3 GRAPH ANALYTICS MARKET - GLOBAL FORECAST TO 2024 
             13.3.1 MARKET DEFINITION
             13.3.2 MARKET OVERVIEW
                       13.3.2.1 Graph analytics market, by component
                                   TABLE 262 GRAPH ANALYTICS MARKET, BY COMPONENT, 2017–2024 (USD MILLION)
                                   TABLE 263 SERVICES: GRAPH ANALYTICS MARKET, BY TYPE, 2017–2024 (USD MILLION)
                       13.3.2.2 Graph analytics market, by deployment mode
                                   TABLE 264 GRAPH ANALYTICS MARKET, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
                       13.3.2.3 Cloud database and DbaaS market, by vertical
                                   TABLE 265 GRAPH ANALYTICS MARKET, BY VERTICAL, 2017–2024 (USD MILLION)
                       13.3.2.4 Cloud database and DbaaS market, by region
                                   TABLE 266 GRAPH ANALYTICS MARKET, BY REGION, 2017–2024 (USD MILLION)
14 APPENDIX (Page No. - 271)
     14.1 DISCUSSION GUIDE 
     14.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 
     14.3 CUSTOMIZATION OPTIONS 
     14.4 RELATED REPORTS 
     14.5 AUTHOR DETAILS