1 INTRODUCTION 29
1.1 INTRODUCTION TO COVID-19 29
1.2 COVID-19 HEALTH ASSESSMENT 29
FIGURE 1 COVID-19: GLOBAL PROPAGATION 29
FIGURE 2 COVID-19 PROPAGATION: SELECT COUNTRIES 30
1.3 COVID-19 ECONOMIC ASSESSMENT 31
FIGURE 3 REVISED GROSS DOMESTIC PRODUCT FORECASTS FOR SELECT G20 COUNTRIES IN 2020 31
1.3.1 COVID-19 ECONOMIC IMPACT—SCENARIO ASSESSMENT 32
FIGURE 4 CRITERIA IMPACTING GLOBAL ECONOMY 32
FIGURE 5 SCENARIOS IN TERMS OF RECOVERY OF GLOBAL ECONOMY 33
1.4 OBJECTIVES OF THE STUDY 34
1.5 MARKET DEFINITION 34
1.5.1 INCLUSIONS AND EXCLUSIONS 35
1.6 MARKET SCOPE 36
1.6.1 MARKET SEGMENTATION 36
1.6.2 REGIONS COVERED 37
1.6.3 YEARS CONSIDERED FOR THE STUDY 37
1.7 CURRENCY CONSIDERED 37
TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2018-2020 38
1.8 STAKEHOLDERS 38
1.9 SUMMARY OF CHANGES 38

2 RESEARCH METHODOLOGY 40
2.1 RESEARCH DATA 40
FIGURE 6 GRAPH DATABASE MARKET: RESEARCH DESIGN 40
2.1.1 SECONDARY DATA 41
2.1.2 PRIMARY DATA 41
TABLE 2 PRIMARY INTERVIEWS 41
2.1.2.1 Breakup of primary profiles 42
2.1.2.2 Key industry insights 42
2.2 MARKET BREAKUP AND DATA TRIANGULATION 43
FIGURE 7 DATA TRIANGULATION 43
2.3 MARKET SIZE ESTIMATION 44
FIGURE 8 GRAPH DATABASE MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 44
2.3.1 TOP-DOWN APPROACH 44
2.3.2 BOTTOM-UP APPROACH 45
FIGURE 9 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY-SIDE): REVENUE FROM SOFTWARE/SERVICES OF THE GRAPH DATABASE MARKET 45
FIGURE 10 MARKET SIZE ESTIMATION METHODOLOGY ? ILLUSTRATION OF COMPANY'S GRAPH DATABASE REVENUE ESTIMATION I 46
FIGURE 11 MARKET SIZE ESTIMATION METHODOLOGY- APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOFTWARE/SERVICES OF THE GRAPH DATABASE MARKET 46
FIGURE 12 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOFTWARE/SERVICES OF THE GRAPH DATABASE MARKET 47
FIGURE 13 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF GRAPH DATABASE THROUGH OVERALL GRAPH DATABASE SPENDING 47
2.4 MARKET FORECAST 48
TABLE 3 FACTOR ANALYSIS 48
2.5 COMPANY EVALUATION MATRIX METHODOLOGY 50
FIGURE 14 COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE 50
2.6 STARTUP/SME EVALUATION MATRIX METHODOLOGY 51
FIGURE 15 STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE 51
2.7 ASSUMPTIONS FOR THE STUDY 51
2.8 LIMITATIONS OF THE STUDY 53
2.9 IMPLICATIONS OF COVID-19 ON GRAPH DATABASE MARKET 54
FIGURE 16 QUARTERLY IMPACT OF COVID-19 DURING 2020-2021 54

3 EXECUTIVE SUMMARY 56
TABLE 4 GLOBAL GRAPH DATABASE MARKET SIZE AND GROWTH RATE, 2015-2020 (USD MILLION, Y-O-Y%) 57
TABLE 5 GLOBAL GRAPH DATABASE MARKET SIZE AND GROWTH RATE, 2021-2026 (USD MILLION, Y-O-Y%) 57
FIGURE 17 SOFTWARE SEGMENT TO HOLD A LARGER MARKET SIZE IN 2021 58
FIGURE 18 PROFESSIONAL SERVICES SEGMENT TO HOLD A LARGER MARKET SHARE IN 2021 58
FIGURE 19 LABELED PROPERTY GRAPH SEGMENT TO HOLD A LARGER MARKET SIZE IN 2021 58
FIGURE 20 ON-PREMISES SEGMENT TO HOLD A LARGER MARKET SIZE IN 2021 59
FIGURE 21 LARGE ENTERPRISES SEGMENT TO HOLD A LARGER MARKET SHARE IN 2021 59
FIGURE 22 BANKING, FINANCIAL SERVICES, AND INSURANCE VERTICAL TO HOLD THE LARGEST MARKET SIZE IN 2021 60
FIGURE 23 FRAUD DETECTION AND PREVENTION SEGMENT TO HOLD THE LARGEST MARKET SIZE IN 2021 61
FIGURE 24 NORTH AMERICA TO HOLD THE HIGHEST MARKET SHARE IN 2021 62

4 PREMIUM INSIGHTS 63
4.1 ATTRACTIVE OPPORTUNITIES IN THE GRAPH DATABASE MARKET 63
FIGURE 25 GROWING NEED TO ENSURE MARKET COMPETITIVENESS TO BOOST THE GRAPH DATABASE MARKET GROWTH 63
4.2 GRAPH DATABASE MARKET, BY VERTICAL 64
FIGURE 26 BANKING, FINANCIAL SERVICES, AND INSURANCE VERTICAL TO HOLD THE LARGEST MARKET SIZE DURING THE FORECAST PERIOD 64
4.3 GRAPH DATABASE MARKET, BY REGION 64
FIGURE 27 NORTH AMERICA TO HOLD THE LARGEST MARKET SHARE BY 2026 64
4.4 GRAPH DATABASE MARKET, BY APPLICATION AND VERTICAL 65
FIGURE 28 FRAUD DETECTION AND PREVENTION AND BANKING, FINANCIAL SERVICES, AND INSURANCE SEGMENTS TO HOLD THE LARGEST MARKET SHARES BY 2026 65

5 MARKET DYNAMICS 66
5.1 MARKET DYNAMICS 66
FIGURE 29 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: GRAPH DATABASE MARKET 66
5.1.1 DRIVERS 66
5.1.1.1 Need to incorporate real-time big data mining with visualization of result 66
5.1.1.2 Growing demand for solutions that can process low-latency queries 67
5.1.1.3 Adoption of AI-based graph database tools and services to drive the market 67
5.1.2 RESTRAINT 67
5.1.2.1 Lack of standardization and programming ease 67
5.1.3 CHALLENGES 68
5.1.3.1 Lack of technical expertise 68
5.1.4 OPPORTUNITY 68
5.1.4.1 Enterprise data unification and rapid proliferation of knowledge graphs 68
5.1.4.2 Semantic knowledge graphs for addressing complex scientific research 69
5.1.4.3 Emergence of open knowledge networks 69
5.2 GRAPH DATABASE MARKET TRENDS 70
5.2.1 GROWING POPULARITY OF ENTERPRISE KNOWLEDGE GRAPH 70
5.2.2 RAPID USE OF VIRTUALIZATION FOR BIG DATA ANALYTICS 70
5.2.3 MASSIVE DATA GENERATION ACROSS BFSI, RETAIL, AND MEDIA AND ENTERTAINMENT INDUSTRIES TO DRIVE THE ADOPTION OF GRAPH DATABASE SOFTWARE. 70
5.3 CASE STUDY ANALYSIS 70
5.3.1 HOW KERBEROS PERFORMED MONEY LAUNDERING PREVENTION AND DEVELOPED A NEW COMPLIANCE MANAGEMENT APPLICATION FOR RISK MANAGEMENT WITH NEO4J 71
5.3.2 CREATING A SELF-DESCRIPTIVE REPOSITORY OF GRAPH DATA THAT CAN BE QUERIED IN REAL TIME TO DELIVER CRITICAL ANSWERS TO COMPLEX QUESTIONS AND POWER SMART APPLICATIONS 71
5.3.3 HOW KINCARDS USED NEO4J TO REVOLUTIONIZE BUSINESS CARDS 72
5.3.4 YAHOO7 TO REPRESENT CONTENT WITHIN A KNOWLEDGE GRAPH AND UNDERSTAND THE FORMAT OF THE CONTENT AND ITS CONTEXT WITH THE HELP OF BLAZEGRAPH 72
5.3.5 NEO4J ENABLED PULITZER PRIZE-WINNING INVESTIGATION INTO GLOBAL TAX EVASION TO VISUALIZE AND ANALYZE CONNECTIONS BETWEEN ELEMENTS OF THE PANAMA PAPERS LEAKS 73
5.3.6 GRAPH TECHNOLOGY KEEPS THE US ARMY UP AND RUNNING BY TRACKING AND ANALYZING EQUIPMENT MAINTENANCE AFTER EMPLOYING NEO4J 73
5.3.7 OBJECTIVE ECM UNDERPINNED CRITICAL HEALTH AND SAFETY PROCESSES IN THE OFFSHORE PETROLEUM INDUSTRY 74
5.3.8 REDISGRAPH OFFERED A GREAT MIX OF MATURITY, FEATURE COMPLETENESS, AND INTEROPERABILITY TO THINKDATA 74
5.3.9 SPRINGERMATERIALS ACCELERATED RESEARCH WITH SEMANTIC SEARCH 75
5.3.10 MEDEANALYTICS DELIVERED HIGH-PERFORMANCE DATABASES CAPABLE OF HANDLING MULTIPLE APPLICATION SCENARIOS USING REDIS ENTERPRISE 76
5.3.11 JAGUAR LAND ROVER ACCELERATED SUPPLY CHAIN PLANNING FROM THREE WEEKS TO 45 MINUTES 76
5.3.12 MACY'S REDUCES CATALOG DATA REFRESH TIME BY 6X 77
5.3.13 METAPHACTS AND ONTOTEXT ENABLE A GLOBAL PHARMA COMPANY TO BOOST R&D KNOWLEDGE DISCOVERY 77
5.3.14 HOW RFS OPTIMIZED ITS GLOBAL PRODUCT AND INVENTORY MANAGEMENT BY USING ECCENCA'S SOLUTION 78
5.4 REVENUE SHIFT - YC/YCC SHIFT FOR GRAPH DATABASE MARKET 78
FIGURE 30 GRAPH DATABASE MARKET: YC/YCC SHIFT 78
5.5 GRAPH DATABASE: EVOLUTION 79
5.6 GRAPH DATABASE: ARCHITECTURE 80
FIGURE 31 ARCHITECTURE OF GRAPH DATABASE 80
5.7 INVESTMENTS IN ANALYTICS 81
TABLE 6 MAJOR INVESTMENTS IN ANALYTICS, 2018-2021 81
5.8 ACQUISITIONS IN THE GRAPH DATABASE MARKET 82
TABLE 7 MAJOR ACQUISITIONS IN THE GRAPH DATABASE MARKET BETWEEN 2018 AND 2021 82
5.9 PATENT ANALYSIS 82
5.9.1 METHODOLOGY 82
5.9.2 DOCUMENT TYPE 83
TABLE 8 PATENTS FILED, 2018-2021 83
5.9.3 INNOVATION AND PATENT APPLICATIONS 83
FIGURE 32 TOTAL NUMBER OF PATENTS GRANTED IN A YEAR, 2018-2021 83
5.9.3.1 Top applicants 84
FIGURE 33 TOP 10 COMPANIES WITH THE HIGHEST NUMBER OF PATENT APPLICATIONS, 2018-2021 84
TABLE 9 TOP TEN PATENT OWNERS (US) IN THE GRAPH DATABASE MARKET, 2018-2021 84
5.10 GRAPH DATABASE: ECOSYSTEM/ VALUE/SUPPLY CHAIN 85
FIGURE 34 VALUE/SUPPLY CHAIN OF GRAPH DATABASE 85
TABLE 10 GRAPH DATABASE MARKET: ECOSYSTEM/VALUE/SUPPLY CHAIN 85
5.11 PRICING MODEL ANALYSIS 86
5.12 TECHNOLOGY ANALYSIS 87
5.12.1 ARTIFICIAL INTELLIGENCE (AI), MACHINE LEARNING (ML), AND GRAPH DATABASE 87
5.12.2 CLOUD COMPUTING AND GRAPH DATABASE 87
5.12.3 ANALYTICS AND GRAPH DATABASE 88
5.12.4 IOT AND GRAPH DATABASE 88
5.13 PORTER'S FIVE FORCES ANALYSIS 89
FIGURE 35 GRAPH DATABASE MARKET: PORTER'S FIVE FORCES ANALYSIS 89
TABLE 11 GRAPH DATABASE MARKET: PORTER'S FIVE FORCES ANALYSIS 89
5.13.1 THREAT OF NEW ENTRANTS 90
5.13.2 THREAT OF SUBSTITUTES 90
5.13.3 BARGAINING POWER OF SUPPLIERS 90
5.13.4 BARGAINING POWER OF BUYERS 90
5.13.5 INTENSITY OF COMPETITIVE RIVALRY 90
5.14 REGULATORY IMPLICATIONS 91
5.14.1 GENERAL DATA PROTECTION REGULATION 91
5.14.2 THE INTERNATIONAL ORGANIZATION FOR STANDARDIZATION 27001 91
5.14.3 EU DATA GOVERNANCE ACT 92
5.14.4 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT OF 1996 92
5.14.5 BASEL COMMITTEE ON BANKING SUPERVISION 239 COMPLIANCE 92
5.14.6 SARBANES-OXLEY ACT OF 2002 93

6 GRAPH DATABASE MARKET: COVID-19 IMPACT 94
FIGURE 36 GRAPH DATABASE MARKET - PRE-COVID AND POST-COVID 94

7 GRAPH DATABASE MARKET, BY COMPONENT 95
7.1 INTRODUCTION 96
7.1.1 COMPONENT: GRAPH DATABASE MARKET DRIVERS 96
7.1.2 COMPONENT: COVID-19 IMPACT 96
FIGURE 37 SERVICES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 97
TABLE 12 GRAPH DATABASE MARKET SIZE, BY COMPONENT, 2015-2020 (USD MILLION) 97
TABLE 13 GRAPH DATABASE MARKET SIZE, BY COMPONENT, 2021-2026 (USD MILLION) 97
7.2 SOFTWARE 98
7.2.1 DEMAND TO HARNESS PRECISE AND IN-DEPTH DATA CONNECTIONS TO DRIVE THE ADOPTION OF GRAPH DATABASE SOFTWARE 98
TABLE 14 SOFTWARE: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 98
TABLE 15 SOFTWARE: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 98
7.3 SERVICES 99
FIGURE 38 MANAGED SERVICES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 99
TABLE 16 GRAPH DATABASE MARKET SIZE, BY SERVICE, 2015-2020 (USD MILLION) 99
TABLE 17 GRAPH DATABASE MARKET SIZE, BY SERVICE, 2021-2026 (USD MILLION) 99
TABLE 18 SERVICES: GRAPH DATABASE SERVICES MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 100
TABLE 19 SERVICES: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 100
7.3.1 MANAGED SERVICES 101
7.3.1.1 Increasing need for monitoring and maintaining tool operations and reducing overhead costs to drive the growth of managed services in the market. 101
TABLE 20 MANAGED SERVICES: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 101
TABLE 21 MANAGED SERVICES: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 101
7.3.2 PROFESSIONAL SERVICES 102
FIGURE 39 SUPPORT AND MAINTENANCE SERVICES SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 102
TABLE 22 PROFESSIONAL SERVICES: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 102
TABLE 23 PROFESSIONAL SERVICES: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 103
TABLE 24 GRAPH DATABASE MARKET SIZE, BY PROFESSIONAL SERVICE, 2015-2020 (USD MILLION) 103
TABLE 25 GRAPH DATABASE MARKET SIZE, BY PROFESSIONAL SERVICE, 2021-2026 (USD MILLION) 103
7.3.2.1 Consulting services 104
7.3.2.1.1 Technicalities involved in implementing graph database tools and services to boost the growth of consulting services 104
TABLE 26 CONSULTING SERVICES: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 104
TABLE 27 CONSULTING SERVICES: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 104
7.3.2.2 Deployment and integration services 105
7.3.2.2.1 Growing need to overcome system-related issues effectively to drive deployment and integration services 105
TABLE 28 DEPLOYMENT AND INTEGRATION SERVICES: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 105
TABLE 29 DEPLOYMENT AND INTEGRATION SERVICES: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 105
7.3.2.3 Support and maintenance services 106
7.3.2.3.1 Growing deployment of graph database software to drive the demand for support and maintenance services 106
TABLE 30 SUPPORT AND MAINTENANCE SERVICES: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 106
TABLE 31 SUPPORT AND MAINTENANCE SERVICES: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 106

8 GRAPH DATABASE MARKET, BY TYPE 107
8.1 INTRODUCTION 108
FIGURE 40 RESOURCE DESCRIPTION FRAMEWORK SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 108
TABLE 32 GRAPH DATABASE MARKET SIZE, BY TYPE, 2015-2020 (USD MILLION) 108
TABLE 33 GRAPH DATABASE MARKET SIZE, BY TYPE, 2021-2026 (USD MILLION) 108
8.2 RESOURCE DESCRIPTION FRAMEWORK 109
8.2.1 DEMAND FOR INTELLIGENT DATA MANAGEMENT SOLUTIONS TO DRIVE THE GROWTH OF RESOURCE DESCRIPTION FRAMEWORK IN THE MARKET 109
TABLE 34 RESOURCE DESCRIPTION FRAMEWORK: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 109
TABLE 35 RESOURCE DESCRIPTION FRAMEWORK: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 110
8.3 LABELED PROPERTY GRAPH 110
8.3.1 INCREASING DEMAND TO FIND RELATIONSHIPS AMONG NUMEROUS ENTITIES TO BOOST THE LABELED PROPERTY GRAPH SEGMENT GROWTH 110
TABLE 36 LABELED PROPERTY GRAPH: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 110
TABLE 37 LABELED PROPERTY GRAPH: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 111

9 GRAPH DATABASE MARKET, BY DEPLOYMENT MODE 112
9.1 INTRODUCTION 113
9.1.1 DEPLOYMENT MODE: COVID-19 IMPACT 113
9.1.2 DEPLOYMENT MODE: OPERATIONAL DRIVERS 113
FIGURE 41 CLOUD DEPLOYMENT MODE TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 114
TABLE 38 GRAPH DATABASE MARKET SIZE, BY DEPLOYMENT MODE, 2015-2020 (USD MILLION) 114
TABLE 39 GRAPH DATABASE MARKET SIZE, BY DEPLOYMENT MODE, 2021-2026 (USD MILLION) 114
9.2 CLOUD 115
9.2.1 REDUCED OPERATIONAL COST AND HIGHER SCALABILITY TO ENABLE GROWTH IN CLOUD-BASED DEPLOYMENTS 115
TABLE 40 CLOUD: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 115
TABLE 41 CLOUD : GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 115
9.3 ON-PREMISES 116
9.3.1 WITH GROWING THREAT OF DATA THEFT, ORGANIZATIONS TO PREFER GRAPH DATABASE SOLUTIONS TO REMAIN ON-PREMISES 116
TABLE 42 ON-PREMISES: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 116
TABLE 43 ON-PREMISES: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 116

10 GRAPH DATABASE MARKET, BY ORGANIZATION SIZE 117
10.1 INTRODUCTION 118
10.1.1 ORGANIZATION SIZE: COVID-19 IMPACT 118
10.1.2 ORGANIZATION SIZE: OPERATIONAL DRIVERS 118
FIGURE 42 LARGE ENTERPRISES TO HOLD A LARGER MARKET SIZE DURING THE FORECAST PERIOD 119
TABLE 44 GRAPH DATABASE MARKET SIZE, BY ORGANIZATION SIZE, 2015-2020 (USD MILLION) 119
TABLE 45 GRAPH DATABASE MARKET SIZE, BY ORGANIZATION SIZE, 2021-2026 (USD MILLION) 119
10.2 LARGE ENTERPRISES 120
10.2.1 ADVANCES IN GRAPH TECHNOLOGY AND CLOUD ADOPTION TO DRIVE THE GRAPH DATABASE MARKET ACROSS LARGE ENTERPRISES 120
TABLE 46 LARGE ENTERPRISES: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 120
TABLE 47 LARGE ENTERPRISES: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 120
10.3 SMALL AND MEDIUM-SIZED ENTERPRISES 121
10.3.1 ROBUST CLOUD-BASED DEPLOYMENTS TO LEAD SMALL AND MEDIUM-SIZED ENTERPRISES TO RECORD A HIGHER GROWTH RATE AND COST-EFFECTIVE SOLUTIONS 121
TABLE 48 SMALL AND MEDIUM-SIZED ENTERPRISES: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 121
TABLE 49 SMALL AND MEDIUM-SIZED ENTERPRISES: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 121

11 GRAPH DATABASE MARKET, BY APPLICATION 122
11.1 INTRODUCTION 123
11.1.1 APPLICATIONS: COVID-19 IMPACT 123
11.1.2 APPLICATIONS: GRAPH DATABASE MARKET DRIVERS 123
11.2 GRAPH DATABASE: ENTERPRISE USE CASES 124
FIGURE 43 FRAUD DETECTION APPLICATION TO HOLD THE LARGEST MARKET SIZE DURING THE FORECAST PERIOD 125
TABLE 50 GRAPH DATABASE MARKET SIZE, BY APPLICATION, 2015-2020 (USD MILLION) 126
TABLE 51 GRAPH DATABASE MARKET SIZE, BY APPLICATION, 2021-2026 (USD MILLION) 127
11.3 CUSTOMER ANALYTICS 127
11.3.1 GROWING DEMAND TO UNDERSTAND CUSTOMER BUYING BEHAVIOR FOR KEY BUSINESS DECISIONS TO DRIVE THE GRAPH DATABASE MARKET 127
TABLE 52 CUSTOMER ANALYTICS: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 128
TABLE 53 CUSTOMER ANALYTICS: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 128
11.4 RISK, COMPLIANCE, AND REPORTING MANAGEMENT 128
11.4.1 DEMAND TO SECURE CUSTOMERS' DATA AND MEET STRINGENT REGULATORY COMPLIANCE TO PAVE THE WAY FOR THE ADOPTION OF GRAPH DATABASE 128
TABLE 54 RISK, COMPLIANCE, AND REPORTING MANAGEMENT: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 129
TABLE 55 RISK, COMPLIANCE, AND REPORTING MANAGEMENT: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 129
11.5 RECOMMENDATION ENGINES 130
11.5.1 INCREASING NEED TO PROVIDE EFFICIENT, ACCURATE, AND PERSONALIZED SERVICES TO RETAIN THE CUSTOMERS AND ENHANCE THEIR SHOPPING EXPERIENCE 130
TABLE 56 RECOMMENDATION ENGINE: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 130
TABLE 57 RECOMMENDATION ENGINE: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 131
11.6 FRAUD DETECTION AND PREVENTION 131
11.6.1 GROWING FOCUS ON MITIGATING RISKS AND REDUCING LOSS TO DRIVE THE ADOPTION OF GRAPH DATABASE TOOLS AND SERVICES 131
TABLE 58 FRAUD DETECTION AND PREVENTION: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 132
TABLE 59 FRAUD DETECTION AND PREVENTION : GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 132
11.7 SUPPLY CHAIN MANAGEMENT 132
11.7.1 DEMAND TO TRACK INVENTORY LEVELS AND SHIPMENTS TO FUEL THE GROWTH OF GRAPH DATABASE TOOLS AND SERVICES IN SUPPLY CHAIN MANAGEMENT 132
TABLE 60 SUPPLY CHAIN MANAGEMENT: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 133
TABLE 61 SUPPLY CHAIN MANAGEMENT: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 133
11.8 OPERATIONS MANAGEMENT AND ASSET MANAGEMENT 133
11.8.1 GRAPH DATABASE MARKET: DRIVERS AND OPPORTUNITIES; ASSET MANAGEMENT 134
TABLE 62 OPERATIONS MANAGEMENT AND ASSET MANAGEMENT: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 134
TABLE 63 OPERATIONS MANAGEMENT AND ASSET MANAGEMENT: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 135
11.9 IOT, INFRASTRUCTURE MANAGEMENT, AND INDUSTRY 4.0 135
11.9.1 WITH ADVANCEMENTS IN TECHNOLOGIES, SUCH AS IOT, INFRASTRUCTURE MANAGEMENT, AND INDUSTRY 4.0, THE USE OF GRAPH DATABASE TECHNOLOGY IS ON THE RISE 135
TABLE 64 IOT, INFRASTRUCTURE MANAGEMENT, AND INDUSTRY 4.0: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 136
TABLE 65 IOT, INFRASTRUCTURE MANAGEMENT, AND INDUSTRY 4.0: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 136
11.10 KNOWLEDGE MANAGEMENT 137
11.10.1 DEMAND TO TRACK INVENTORY LEVELS AND SHIPMENTS TO FUEL THE GROWTH OF GRAPH DATABASE TOOLS AND SERVICES IN SUPPLY CHAIN MANAGEMENT 137
TABLE 66 KNOWLEDGE MANAGEMENT: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 137
TABLE 67 KNOWLEDGE MANAGEMENT: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 137
11.11 CONTENT MANAGEMENT, DATA EXTRACTION, AND SEARCH 138
11.11.1 NEED TO GAIN INSIGHTS IN REAL TIME TO FUEL THE GROWTH OF GRAPH DATABASE SOLUTIONS 138
TABLE 68 CONTENT MANAGEMENT, DATA EXTRACTION, AND SEARCH: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 138
TABLE 69 CONTENT MANAGEMENT, DATA EXTRACTION, AND SEARCH: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 139
11.12 METADATA AND MASTERDATA MANAGEMENT 139
11.12.1 NEED TO CREATE A CENTRAL VIEW OF DATA ASSETS TO DRIVE THE GROWTH OF GRAPH DATABASE SOLUTIONS 139
TABLE 70 METADATA AND MASTER DATA MANAGEMENT: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 140
TABLE 71 METADATA AND MASTER DATA MANAGEMENT: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 140
11.13 SCIENTIFIC DATA MANAGEMENT 140
TABLE 72 SCIENTIFIC DATA MANAGEMENT: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 141
TABLE 73 SCIENTIFIC DATA MANAGEMENT: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 141
11.14 OTHER APPLICATIONS 141
TABLE 74 OTHER APPLICATIONS: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 142
TABLE 75 OTHER APPLICATIONS: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 143

12 GRAPH DATABASE MARKET, BY VERTICAL 144
12.1 INTRODUCTION 145
12.1.1 VERTICALS: COVID-19 IMPACT 145
12.1.2 VERTICALS: GRAPH DATABASE MARKET DRIVERS 146
FIGURE 44 BANKING, FINANCIAL SERVICES, AND INSURANCE SEGMENT TO HOLD THE LARGEST MARKET SIZE DURING THE FORECAST PERIOD 147
TABLE 76 GRAPH DATABASE MARKET SIZE, BY VERTICAL, 2015-2020 (USD MILLION) 147
TABLE 77 GRAPH DATABASE MARKET SIZE, BY VERTICAL, 2021-2026 (USD MILLION) 148
12.2 BANKING, FINANCIAL SERVICES, AND INSURANCE 148
12.2.1 GROWING FOCUS ON FINANCIAL STANDARDS AND COMPLIANCE WITH REGULATIONS TO DRIVE THE GRAPH DATABASE MARKET IN THE BANKING, FINANCIAL SERVICES, AND INSURANCE INDUSTRY VERTICAL 148
TABLE 78 BANKING, FINANCIAL SERVICES, AND INSURANCE: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 149
TABLE 79 BANKING, FINANCIAL SERVICES, AND INSURANCE: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 149
12.3 RETAIL AND ECOMMERCE 150
12.3.1 GROWING DEMAND TO IDENTIFY CUSTOMER BEHAVIOR IN REAL TIME TO FUEL THE GROWTH OF THE GRAPH DATABASE MARKET IN THE RETAIL AND ECOMMERCE INDUSTRY VERTICAL 150
TABLE 80 RETAIL AND ECOMMERCE: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 150
TABLE 81 RETAIL AND ECOMMERCE: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 151
12.4 TELECOM AND IT 151
12.4.1 INCREASING DEMAND TO PROVIDE IMPROVED SERVICES FOR A GROWING CUSTOMER BASE TO BOOST THE ADOPTION OF THE GRAPH DATABASE MARKET IN THE TELECOM AND IT INDUSTRY VERTICAL 151
TABLE 82 TELECOM AND IT: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 152
TABLE 83 TELECOM AND IT: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 152
12.5 HEALTHCARE, PHARMACEUTICALS, AND LIFE SCIENCES 153
12.5.1 GROWING DEMAND TO ACHIEVE BETTER PATIENT EXPERIENCE AND PERSONALIZED TREATMENT IN REAL TIME TO FUEL THE GROWTH OF THE GRAPH DATABASE MARKET IN THE HEALTHCARE, PHARMACEUTICALS, AND LIFE SCIENCES INDUSTRY VERTICAL 153
TABLE 84 HEALTHCARE AND LIFE SCIENCES: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 154
TABLE 85 HEALTHCARE AND LIFE SCIENCES: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 154
12.6 GOVERNMENT AND PUBLIC SECTOR 154
12.6.1 GROWING DEMAND FOR ENHANCED DATA SECURITY AND ADVANCED INTELLIGENCE TO DRIVE THE GRAPH DATABASE MARKET IN GOVERNMENT AND PUBLIC SECTOR 154
TABLE 86 GOVERNMENT AND PUBLIC SECTOR: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 155
TABLE 87 GOVERNMENT AND PUBLIC SECTOR: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 155
12.7 MANUFACTURING AND AUTOMOTIVE 156
12.7.1 GROWING NEED TO EXTEND THE LIFESPAN OF FACTORY EQUIPMENT AND REDUCE THE RISK OF PRODUCTION DELAYS TO FUEL THE GROWTH OF THE GRAPH DATABASE APPLICATION IN THE MANUFACTURING INDUSTRY VERTICAL 156
TABLE 88 MANUFACTURING AND AUTOMOTIVE: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 156
TABLE 89 MANUFACTURING AND AUTOMOTIVE: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 157
12.8 MEDIA AND ENTERTAINMENT 157
TABLE 90 MEDIA AND ENTERTAINMENT: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 157
TABLE 91 MEDIA AND ENTERTAINMENT: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 158
12.9 ENERGY AND UTILITIES 158
TABLE 92 ENERGY AND UTILITIES: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 158
TABLE 93 ENERGY AND UTILITIES: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 159
12.10 TRAVEL AND HOSPITALITY 159
TABLE 94 TRAVEL AND HOSPITALITY: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 159
TABLE 95 TRAVEL AND HOSPITALITY: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 160
12.11 TRANSPORTATION AND LOGISTICS 160
12.11.1 INCREASING NEED TO GAIN COMPLETE AND REAL-TIME VISIBILITY INTO OPERATIONS TO MINIMIZE RISKS TO DRIVE THE GRAPH DATABASE MARKET IN THE TRANSPORTATION AND LOGISTICS INDUSTRY VERTICAL 160
TABLE 96 TRANSPORTATION AND LOGISTICS: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 161
TABLE 97 TRANSPORTATION AND LOGISTICS: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 161
12.12 OTHER VERTICALS 161
TABLE 98 OTHER VERTICALS: GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 162
TABLE 99 OTHER VERTICALS: GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 162

13 GRAPH DATABASE MARKET, BY REGION 163
13.1 INTRODUCTION 164
13.1.1 REGION: COVID-19 IMPACT 164
TABLE 100 GRAPH DATABASE MARKET SIZE, BY REGION, 2015-2020 (USD MILLION) 165
TABLE 101 GRAPH DATABASE MARKET SIZE, BY REGION, 2021-2026 (USD MILLION) 165
13.2 NORTH AMERICA 165
13.2.1 NORTH AMERICA: GRAPH DATABASE MARKET DRIVERS 166
13.2.2 NORTH AMERICA: REGULATIONS 166
13.2.2.1 The Personal Information Protection and Electronic Documents Act (PIPEDA) 166
13.2.2.2 Gramm-Leach-Bliley (GLB) Act 166
13.2.2.3 Health Insurance Portability and Accountability (HIPAA) Act of 1996 167
13.2.2.4 Federal Information Security Management Act 167
13.2.2.5 Federal Information Processing Standards 167
13.2.2.6 California Consumer Privacy Act (CSPA) 168
TABLE 102 NORTH AMERICA: GRAPH DATABASE MARKET SIZE, BY COMPONENT, 2015-2020 (USD MILLION) 168
TABLE 103 NORTH AMERICA: GRAPH DATABASE MARKET SIZE, BY COMPONENT, 2021-2026 (USD MILLION) 168
TABLE 104 NORTH AMERICA: GRAPH DATABASE MARKET SIZE, BY SERVICE, 2015-2020 (USD MILLION) 168
TABLE 105 NORTH AMERICA: GRAPH DATABASE MARKET SIZE, BY SERVICE, 2021-2026 (USD MILLION) 169
TABLE 106 NORTH AMERICA: GRAPH DATABASE MARKET SIZE, BY PROFESSIONAL SERVICE, 2015-2020 (USD MILLION) 169
TABLE 107 NORTH AMERICA: GRAPH DATABASE MARKET SIZE, BY PROFESSIONAL SERVICE, 2021-2026 (USD MILLION) 169
TABLE 108 NORTH AMERICA: GRAPH DATABASE MARKET SIZE, BY TYPE, 2015-2020 (USD MILLION) 169
TABLE 109 NORTH AMERICA: GRAPH DATABASE MARKET SIZE, BY TYPE, 2021-2026 (USD MILLION) 170
TABLE 110 NORTH AMERICA: GRAPH DATABASE MARKET SIZE, BY APPLICATION, 2015-2020 (USD MILLION) 170
TABLE 111 NORTH AMERICA: GRAPH DATABASE MARKET SIZE, BY APPLICATION, 2021-2026 (USD MILLION) 171
TABLE 112 NORTH AMERICA: GRAPH DATABASE MARKET SIZE, BY DEPLOYMENT MODE, 2015-2020 (USD MILLION) 171
TABLE 113 NORTH AMERICA: GRAPH DATABASE MARKET SIZE, BY DEPLOYMENT MODE, 2021-2026 (USD MILLION) 172
TABLE 114 NORTH AMERICA: GRAPH DATABASE MARKET SIZE, BY ORGANIZATION SIZE, 2015-2020 (USD MILLION) 172
TABLE 115 NORTH AMERICA: GRAPH DATABASE MARKET SIZE, BY ORGANIZATION SIZE, 2021-2026 (USD MILLION) 172
TABLE 116 NORTH AMERICA: GRAPH DATABASE MARKET SIZE, BY VERTICAL, 2015-2020 (USD MILLION) 173
TABLE 117 NORTH AMERICA: GRAPH DATABASE MARKET SIZE, BY VERTICAL, 2021-2026 (USD MILLION) 173
TABLE 118 NORTH AMERICA: GRAPH DATABASE MARKET SIZE, BY COUNTRY, 2015-2020 (USD MILLION) 174
TABLE 119 NORTH AMERICA: GRAPH DATABASE MARKET SIZE, BY COUNTRY, 2021-2026 (USD MILLION) 174
13.2.3 UNITED STATES 174
13.2.3.1 Rapid adoption and use of digitally innovative solutions, presence of tech-giants, government initiatives, and growth of social media platforms to drive the graph database market growth 174
13.2.4 CANADA 175
13.2.4.1 Increase in investments, government research initiatives, and growth in the need for real-time decision-making to drive the growth of graph database solutions in Canada 175
13.3 EUROPE 175
13.3.1 EUROPE: GRAPH DATABASE MARKET DRIVERS 176
13.3.2 EUROPE: REGULATIONS 176
13.3.2.1 General Data Protection Regulation (GDPR) 176
13.3.2.2 European Committee for Standardization (CEN) 177
TABLE 120 EUROPE: GRAPH DATABASE MARKET SIZE, BY COMPONENT, 2015-2020 (USD MILLION) 177
TABLE 121 EUROPE: GRAPH DATABASE MARKET SIZE, BY COMPONENT, 2021-2026 (USD MILLION) 177
TABLE 122 EUROPE: GRAPH DATABASE MARKET SIZE, BY SERVICE, 2015-2020 (USD MILLION) 177
TABLE 123 EUROPE: GRAPH DATABASE MARKET SIZE, BY SERVICE, 2021-2026 (USD MILLION) 177
TABLE 124 EUROPE: GRAPH DATABASE MARKET SIZE, BY PROFESSIONAL SERVICE, 2015-2020 (USD MILLION) 178
TABLE 125 EUROPE: GRAPH DATABASE MARKET SIZE, BY PROFESSIONAL SERVICE, 2021-2026 (USD MILLION) 178
TABLE 126 EUROPE: GRAPH DATABASE MARKET SIZE, BY TYPE, 2015-2020 (USD MILLION) 178
TABLE 127 EUROPE: GRAPH DATABASE MARKET SIZE, BY TYPE, 2021-2026 (USD MILLION) 178
TABLE 128 EUROPE: GRAPH DATABASE MARKET SIZE, BY APPLICATION, 2015-2020 (USD MILLION) 179
TABLE 129 EUROPE: GRAPH DATABASE MARKET SIZE, BY APPLICATION, 2021-2026 (USD MILLION) 180
TABLE 130 EUROPE: GRAPH DATABASE MARKET SIZE, BY DEPLOYMENT MODE, 2015-2020 (USD MILLION) 180
TABLE 131 EUROPE: GRAPH DATABASE MARKET SIZE, BY DEPLOYMENT MODE, 2021-2026 (USD MILLION) 181
TABLE 132 EUROPE: GRAPH DATABASE MARKET SIZE, BY ORGANIZATION SIZE, 2015-2020 (USD MILLION) 181
TABLE 133 EUROPE: GRAPH DATABASE MARKET SIZE, BY ORGANIZATION SIZE, 2021-2026 (USD MILLION) 181
TABLE 134 EUROPE: GRAPH DATABASE MARKET SIZE, BY VERTICAL, 2015-2020 (USD MILLION) 182
TABLE 135 EUROPE: GRAPH DATABASE MARKET SIZE, BY VERTICAL, 2021-2026 (USD MILLION) 182
TABLE 136 EUROPE: GRAPH DATABASE MARKET SIZE, BY COUNTRY, 2015-2020 (USD MILLION) 183
TABLE 137 EUROPE: GRAPH DATABASE MARKET SIZE, BY COUNTRY, 2021-2026 (USD MILLION) 183
13.3.3 UNITED KINGDOM 183
13.3.3.1 Ongoing initiatives by enterprises and government to drive the growth of graph database solutions in the UK 183
13.3.4 GERMANY 184
13.3.4.1 Government initiatives for technological developments to drive the growth of graph database solutions in Germany 184
13.3.5 FRANCE 184
13.3.5.1 Heavy R&D investments, digitalization, and stronghold of retail, aerospace and defense, and manufacturing verticals to drive the growth of the graph database market in France 184
13.3.6 REST OF EUROPE 184
13.4 ASIA PACIFIC 185
13.4.1 ASIA PACIFIC: GRAPH DATABASE MARKET DRIVERS 185
13.4.2 ASIA PACIFIC: REGULATIONS 185
13.4.2.1 Personal Data Protection Act (PDPA) 185
13.4.2.2 International Organization for Standardization (ISO) 27001 186
TABLE 138 ASIA PACIFIC: GRAPH DATABASE MARKET SIZE, BY COMPONENT, 2015-2020 (USD MILLION) 186
TABLE 139 ASIA PACIFIC: GRAPH DATABASE MARKET SIZE, BY COMPONENT, 2021-2026 (USD MILLION) 186
TABLE 140 ASIA PACIFIC: GRAPH DATABASE MARKET SIZE, BY SERVICE, 2015-2020 (USD MILLION) 187
TABLE 141 ASIA PACIFIC: GRAPH DATABASE MARKET SIZE, BY SERVICE, 2021-2026 (USD MILLION) 187
TABLE 142 ASIA PACIFIC: GRAPH DATABASE MARKET SIZE, BY PROFESSIONAL SERVICE, 2015-2020 (USD MILLION) 187
TABLE 143 ASIA PACIFIC: GRAPH DATABASE MARKET SIZE, BY PROFESSIONAL SERVICE, 2021-2026 (USD MILLION) 187
TABLE 144 ASIA PACIFIC: GRAPH DATABASE MARKET SIZE, BY TYPE, 2015-2020 (USD MILLION) 188
TABLE 145 ASIA PACIFIC: GRAPH DATABASE MARKET SIZE, BY TYPE, 2021-2026 (USD MILLION) 188
TABLE 146 ASIA PACIFIC: GRAPH DATABASE MARKET SIZE, BY APPLICATION, 2015-2020 (USD MILLION) 188
TABLE 147 ASIA PACIFIC: GRAPH DATABASE MARKET SIZE, BY APPLICATION, 2021-2026 (USD MILLION) 189
TABLE 148 ASIA PACIFIC: GRAPH DATABASE MARKET SIZE, BY DEPLOYMENT MODE, 2015-2020 (USD MILLION) 189
TABLE 149 ASIA PACIFIC: GRAPH DATABASE MARKET SIZE, BY DEPLOYMENT MODE, 2021-2026 (USD MILLION) 190
TABLE 150 ASIA PACIFIC: GRAPH DATABASE MARKET SIZE, BY ORGANIZATION SIZE, 2015-2020 (USD MILLION) 190
TABLE 151 ASIA PACIFIC: GRAPH DATABASE MARKET SIZE, BY ORGANIZATION SIZE, 2021-2026 (USD MILLION) 190
TABLE 152 ASIA PACIFIC: GRAPH DATABASE MARKET SIZE, BY VERTICAL, 2015-2020 (USD MILLION) 191
TABLE 153 ASIA PACIFIC: GRAPH DATABASE MARKET SIZE, BY VERTICAL, 2021-2026 (USD MILLION) 191
TABLE 154 ASIA PACIFIC: GRAPH DATABASE MARKET SIZE, BY COUNTRY, 2015-2020 (USD MILLION) 192
TABLE 155 ASIA PACIFIC: GRAPH DATABASE MARKET SIZE, BY COUNTRY, 2021-2026 (USD MILLION) 192
13.4.3 CHINA 192
13.4.3.1 Increasing focus on integrating AI and deep learning technologies to drive the adoption of graph database software in China 192
13.4.4 JAPAN 193
13.4.4.1 Existing market and already adopted technology to boost the graph database market in Japan 193
13.4.5 AUSTRALIA AND NEW ZEALAND 193
13.4.5.1 Growth in infrastructure developments and adoption of connected devices to act as a driving factor for the graph database market in ANZ 193
13.4.6 REST OF ASIA PACIFIC 193