Table of Content

1 INTRODUCTION 19
1.1 OBJECTIVES OF THE STUDY 19
1.2 MARKET DEFINITION 19
1.2.1 INCLUSIONS AND EXCLUSIONS 19
1.3 MARKET SCOPE 20
1.3.1 MARKET SEGMENTATION 20
1.3.2 REGIONS COVERED 21
1.4 YEARS CONSIDERED FOR THE STUDY 21
1.5 CURRENCY CONSIDERED 22
1.6 STAKEHOLDERS 22

2 RESEARCH METHODOLOGY 23
2.1 RESEARCH DATA 23
2.1.1 SECONDARY DATA 24
2.1.2 PRIMARY DATA 24
2.1.2.1 Breakup of primary profiles 24
2.1.2.2 Key industry insights 25
2.2 MARKET BREAKUP AND DATA TRIANGULATION 26
2.3 MARKET SIZE ESTIMATION 27
2.3.1 TOP-DOWN APPROACH 28
2.3.2 BOTTOM-UP APPROACH 28
2.4 MARKET FORECAST 29
2.5 ASSUMPTIONS FOR THE STUDY 30
2.6 LIMITATIONS OF THE STUDY 30

3 EXECUTIVE SUMMARY 31

4 PREMIUM INSIGHTS 37
4.1 ATTRACTIVE MARKET OPPORTUNITIES IN THE GRAPH ANALYTICS MARKET 37
4.2 GRAPH ANALYTICS MARKET: TOP 3 APPLICATIONS 37
4.3 GRAPH ANALYTICS MARKET: BY REGION 38
4.4 GRAPH ANALYTICS MARKET IN NORTH AMERICA, BY APPLICATION AND VERTICAL 39
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5 MARKET OVERVIEW AND INDUSTRY TRENDS 40
5.1 INTRODUCTION 40
5.2 MARKET DYNAMICS 40
5.2.1 DRIVERS 41
5.2.1.1 Ability to uncover relationships between data in real time to
drive the market 41
5.2.1.2 Growing demand to analyze low-latency queries 41
5.2.1.3 Advancements in graph analytics by integration of AI, IoT, and blockchain to drive the market 41
5.2.2 RESTRAINTS 42
5.2.2.1 Lack of standardization and programming ease 42
5.2.3 OPPORTUNITIES 42
5.2.3.1 Growing need to identify complex patterns from the data in motion 42
5.2.3.2 Rapid use of virtualization for big data analytics 43
5.2.4 CHALLENGES 43
5.2.4.1 Lack of technical skills 43
5.3 USE CASES 44
5.3.1 USE CASE: SCENARIO 1 44
5.3.2 USE CASE: SCENARIO 2 44
5.3.3 USE CASE: SCENARIO 3 45
5.3.4 USE CASE: SCENARIO 4 45
5.4 REGULATORY IMPLICATIONS 46
5.4.1 GENERAL DATA PROTECTION REGULATION 46
5.4.2 PAYMENT CARD INDUSTRY DATA SECURITY STANDARD 46
5.4.3 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT OF 1996 47
5.4.4 BASEL COMMITTEE ON BANKING SUPERVISION 239 COMPLIANCE 47
5.4.5 SARBANES–OXLEY ACT OF 2002 47

6 GRAPH ANALYTICS MARKET, BY COMPONENT 48
6.1 INTRODUCTION 49
6.2 SOLUTIONS 50
6.2.1 SOFTWARE TOOLS 51
6.2.1.1 Software tools enable easy integration of graph analytics in the existing business architecture leading to the growth of the graph analytics market 51
6.2.2 PLATFORM 52
6.2.2.1 Platform to provide a complete foundation for designing graph analytics solutions in various applications 52
6.3 SERVICES 53
6.3.1 CONSULTING 54
6.3.1.1 Technicalities in graph analytics solutions to drive the demand for consulting services 54
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6.3.2 SYSTEM INTEGRATION 55
6.3.2.1 Need for seamless deployment of graph analytics solutions to drive the adoption of system integration services 55
6.3.3 SUPPORT AND MAINTENANCE 56
6.3.3.1 Growing deployment of graph analytics solutions to drive the demand for support and maintenance services 56

7 GRAPH ANALYTICS MARKET, BY DEPLOYMENT MODE 57
7.1 INTRODUCTION 58
7.2 CLOUD 59
7.2.1 COST-EFFECTIVENESS AND SCALABILITY OFFERED BY CLOUD-BASED SOLUTIONS TO DRIVE ITS ADOPTION IN THE GRAPH ANALYTICS MARKET 59
7.3 ON-PREMISES 60
7.3.1 DATA INTEGRITY AND SECURITY OFFERED BY ON-PREMISES SOLUTIONS TO DRIVE ITS ADOPTION IN THE GRAPH ANALYTICS MARKET 60

8 GRAPH ANALYTICS MARKET, BY ORGANIZATION SIZE 61
8.1 INTRODUCTION 62
8.2 LARGE ENTERPRISES 63
8.2.1 NEED TO MANAGE LARGE VOLUMES OF DATA BEING GENERATED FROM MULTIPLE BUSINESS UNITS AND TRANSFORM IT INTO ACTIONABLE INSIGHTS TO DRIVE THE ADOPTION OF THE GRAPH ANALYTICS MARKET IN LARGE ENTERPRISES 63
8.3 SMALL AND MEDIUM-SIZED ENTERPRISES 64
8.3.1 DEVELOPMENT OF FEASIBLE CLOUD-BASED GRAPH ANALYTICS SOLUTIONS TO DRIVE THE ADOPTION OF THE GRAPH ANALYTICS MARKET IN SMALL AND MEDIUM-SIZED ENTERPRISES 64

9 GRAPH ANALYTICS MARKET, BY APPLICATION 65
9.1 INTRODUCTION 66
9.2 CUSTOMER ANALYTICS 67
9.2.1 GROWING NEED TO UNDERSTAND CUSTOMER BUYING BEHAVIOR AND OPTIMIZE CUSTOMER ENGAGEMENT TO DRIVE THE ADOPTION OF THE GRAPH ANALYTICS MARKET IN THE CUSTOMER ANALYTICS APPLICATION 67
9.3 RISK AND COMPLIANCE MANAGEMENT 68
9.3.1 DEMAND TO SECURE CUSTOMER DATA AND ENSURE STRINGENT REGULATORY COMPLIANCES TO DRIVE THE ADOPTION OF GRAPH ANALYTICS 68
9.4 RECOMMENDATION ENGINES 69
9.4.1 INCREASING NEED TO PROVIDE EFFICIENT, ACCURATE, AND PERSONALIZED CUSTOMER SERVICES FOR CUSTOMER RETENTION AND ENHANCED EXPERIENCES TO DRIVE THE ADOPTION OF GRAPH ANALYTICS SOLUTIONS 69
9.5 ROUTE OPTIMIZATION 70
9.5.1 ABILITY OF GRAPH ANALYTICS TO IDENTIFY SHORTEST AND SAFEST ROUTES TO DRIVE ITS ADOPTION IN ROUTE OPTIMIZATION APPLICATION 70
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9.6 FRAUD DETECTION 71
9.6.1 ABILITY TO DETECT REAL-TIME FRAUD PATTERNS TO DRIVE THE ADOPTION OF GRAPH ANALYTICS IN FRAUD DETECTION 71
9.7 OTHERS 72

10 GRAPH ANALYTICS MARKET, BY VERTICAL 73
10.1 INTRODUCTION 74
10.2 BANKING, FINANCIAL SERVICES AND INSURANCE 75
10.2.1 GROWING FOCUS TO CONTROL FRAUDS, ABIDE BY COMPLIANCES, AND ENABLE DATA-BASED ACTIONABLE INSIGHTS TO DRIVE THE ADOPTION OF THE GRAPH ANALYTICS MARKET IN THE BANKING, FINANCIAL SERVICES AND INSURANCE VERTICAL 75
10.3 RETAIL AND ECOMMERCE 76
10.3.1 GROWING DEMAND TO ENABLE REAL-TIME CUSTOMER BEHAVIOR-BASED EXPERIENCE TO DRIVE THE ADOPTION OF GRAPH ANALYTICS IN THE RETAIL AND ECOMMERCE VERTICAL 76
10.4 TELECOM 77
10.4.1 ABILITY OF GRAPH ANALYTICS TO VISUALIZE COMPLEX NETWORKS TO DRIVE ITS ADOPTION IN THE TELECOM VERTICAL 77
10.5 HEALTHCARE AND LIFE SCIENCES 78
10.5.1 GROWING DEMAND TO CONTROL FRAUD, ACHIEVE BETTER PATIENT EXPERIENCE, AND OFFER PERSONALIZED TREATMENT IN REAL TIME TO FUEL THE GROWTH OF GRAPH ANALYTICS IN THE HEALTHCARE AND LIFE SCIENCES VERTICAL 78
10.6 GOVERNMENT AND PUBLIC SECTOR 79
10.6.1 GROWING DEMAND FOR GREATER FLEXIBILITY, ENHANCED DATA SECURITY, AND ADVANCED INTELLIGENCE TO DRIVE THE GRAPH ANALYTICS MARKET 79
10.7 MANUFACTURING 80
10.7.1 GROWING NEED TO EXTEND THE LIFESPAN OF FACTORY EQUIPMENT, ENHANCE PRODUCT QUALITY, AND REDUCE THE RISK OF PRODUCTION DELAYS TO FUEL THE GROWTH OF THE GRAPH ANALYTICS APPLICATION IN THE MANUFACTURING VERTICAL 80
10.8 TRANSPORTATION AND LOGISTICS 81
10.8.1 GROWING NEED TO GET COMPLETE AND REAL-TIME VISIBILITY INTO OPERATIONS FOR MINIMIZING THE RISKS TO DRIVE THE ADOPTION OF GRAPH ANALYTICS IN THE TRANSPORTATION AND LOGISTICS VERTICAL 81
10.9 OTHERS 82

11 GRAPH ANALYTICS MARKET, BY REGION 83
11.1 INTRODUCTION 84
11.2 NORTH AMERICA 86
11.2.1 UNITED STATES 92
11.2.1.1 Government’s focus on innovation and research to fuel the adoption of graph analytics solutions in the United States 92
11.2.2 CANADA 95
11.2.2.1 Increase in investments and research activities to drive graph analytics solutions and services adoption in Canada 95
11.3 EUROPE 96
11.3.1 UNITED KINGDOM 99
11.3.1.1 Increasing government initiatives to fuel the adoption of graph analytics solutions in the United Kingdom 99
11.3.2 GERMANY 102
11.3.2.1 Growing investments by tech companies to provide opportunities for development of graph analytics solutions 102
11.3.3 FRANCE 103
11.3.3.1 Focus on R&D and heavy inflow of capital from global players and investors to drive the graph analytics market growth in France 103
11.3.4 REST OF EUROPE 103
11.4 ASIA PACIFIC 103
11.4.1 CHINA 108
11.4.1.1 Increasing focus on integrating artificial intelligence and big data technologies to drive the adoption of graph analytics in China 108
11.4.2 JAPAN 111
11.4.2.1 Existing market and already adopted graph technology to boost the graph analytics market growth in Japan 111
11.4.3 REST OF ASIA PACIFIC 111
11.5 MIDDLE EAST AND AFRICA 112
11.5.1 ISRAEL 116
11.5.1.1 Regulatory compliance backed by presence of graph analytics vendors to lead the adoption of graph analytics solutions 116
11.5.2 UNITED ARAB EMIRATES 116
11.5.2.1 Advanced analytics coupled with AI adoption to drive the graph analytics market growth in the United Arab Emirates 116
11.5.3 SOUTH AFRICA 116
11.5.3.1 Increasing adoption of graph analytics among enterprises to boost the market growth in South Africa 116
11.5.4 REST OF MIDDLE EAST AND AFRICA 119
11.6 LATIN AMERICA 120
11.6.1 BRAZIL 124
11.6.1.1 Need to offer enhanced customer experience and improved business processes to drive the market growth in Brazil 124
11.6.2 MEXICO 127
11.6.2.1 Investments by multinational companies to drive the market growth in Brazil 127
11.6.3 REST OF LATIN AMERICA 127
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12 COMPETITIVE LANDSCAPE 128
12.1 OVERVIEW 128
12.2 COMPETITIVE LEADERSHIP MAPPING 128
12.2.1 VISIONARY LEADERS 128
12.2.2 INNOVATORS 128
12.2.3 DYNAMIC DIFFERENTIATORS 129
12.2.4 EMERGING COMPANIES 129

13 COMPANY PROFILES 130
13.1 INTRODUCTION 130
(Business Overview, Platform, Solutions. Products & Services, Key Insights, Recent Developments, SWOT Analysis, MnM View)*
13.2 MICROSOFT 130
13.3 IBM 133
13.4 AWS 136
13.5 ORACLE 139
13.6 NEO4J 143
13.7 TIGERGRAPH 146
13.8 CRAY 149
13.9 DATASTAX 151
13.10 TERADATA 154
13.11 TIBCO SOFTWARE 156
13.12 LYNX ANALYTICS 159
13.13 LINKURIOUS 159
13.14 GRAPHISTRY 160
13.15 OBJECTIVITY 161
13.16 DATAIKU 162
13.17 TOM SAWYER SOFTWARE 163
13.18 KINEVIZ 164
13.19 FRANZ 165
13.20 EXPERO 166
13.21 CAMBRIDGE INTELLIGENCE 166
13.22 RIGHT-TO-WIN 167
*Details on Business Overview, Platform, Solutions. Products & Services, Key Insights, Recent Developments, SWOT Analysis, MnM View might not be captured in case of unlisted companies.

14 APPENDIX 170
14.1 INDUSTRY EXPERTS 170
14.2 DISCUSSION GUIDE 171
14.3 KNOWLEDGE STORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 178
14.4 AVAILABLE CUSTOMIZATIONS 180
14.5 RELATED REPORTS 180
14.6 AUTHOR DETAILS 181



List of Figures



FIGURE 1 GRAPH ANALYTICS MARKET: RESEARCH DESIGN 23
FIGURE 2 GRAPH ANALYTICS MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 27
FIGURE 3 GRAPH ANALYTICS MARKET SNAPSHOT, BY COMPONENT 32
FIGURE 4 GRAPH ANALYTICS MARKET SNAPSHOT, BY SOLUTION 33
FIGURE 5 GRAPH ANALYTICS MARKET SNAPSHOT, BY SERVICE 33
FIGURE 6 GRAPH ANALYTICS MARKET SNAPSHOT, BY DEPLOYMENT MODE 34
FIGURE 7 GRAPH ANALYTICS MARKET SNAPSHOT, BY ORGANIZATION SIZE 34
FIGURE 8 GRAPH ANALYTICS MARKET SNAPSHOT, BY APPLICATION 35
FIGURE 9 GRAPH ANALYTICS MARKET SNAPSHOT, BY VERTICAL 35
FIGURE 10 GRAPH ANALYTICS MARKET SNAPSHOT, BY REGION 36
FIGURE 11 GROWING DEMAND FOR ENHANCED VISUALIZATION OF THE DATA, IDENTIFICATION OF PATTERNS, AND STRENGTHENING THE SYSTEM CAPABILITY TO PROCESS LOW-LATENCY QUERIES ARE THE KEY FACTORS DRIVING THE OVERALL GROWTH OF THE GRAPH ANALYTICS MARKET 37
FIGURE 12 ROUTE OPTIMIZATION SEGMENT TO GROW AT THE HIGHEST CAGR DURING
THE FORECAST PERIOD 37
FIGURE 13 NORTH AMERICA TO HOLD THE HIGHEST MARKET SHARE IN 2019 38
FIGURE 14 RECOMMENDATION ENGINES SEGMENT AND BANKING, FINANCIAL SERVICES AND INSURANCE VERTICAL IN NORTH AMERICA ACCOUNTED FOR THE HIGHEST SHARES IN THE GRAPH ANALYTICS MARKET IN 2019 39
FIGURE 15 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES:
GRAPH ANALYTICS MARKET 40
FIGURE 16 SERVICES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 49
FIGURE 17 SOFTWARE TOOLS SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 50
FIGURE 18 SUPPORT AND MAINTENANCE SEGMENT TO GROW AT THE HIGHEST
CAGR DURING THE FORECAST PERIOD 53
FIGURE 19 CLOUD SEGMENT TO REGISTER A HIGHER CAGR AS COMPARED TO THE ON-PREMISES SEGMENT DURING THE FORECAST PERIOD 58
FIGURE 20 SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO REGISTER A HIGHER CAGR DURING THE FORECAST PERIOD 62
FIGURE 21 ROUTE OPTIMIZATION SEGMENT TO WITNESS THE HIGHEST GROWTH RATE DURING THE FORECAST PERIOD 66
FIGURE 22 HEALTHCARE AND LIFE SCIENCES VERTICAL TO WITNESS THE HIGHEST GROWTH RATE DURING THE FORECAST PERIOD 74
FIGURE 23 NORTH AMERICA TO ACCOUNT FOR THE LARGEST MARKET SIZE DURING
THE FORECAST PERIOD 84
FIGURE 24 ASIA PACIFIC TO ACCOUNT FOR THE HIGHEST CAGR DURING
THE FORECAST PERIOD 85
FIGURE 25 NORTH AMERICA: MARKET SNAPSHOT 87
FIGURE 26 ROUTE OPTIMIZATION SEGMENT TO REGISTER THE HIGHEST CAGR DURING
THE FORECAST PERIOD 88
FIGURE 27 ROUTE OPTIMIZATION SEGMENT TO GROW AT THE HIGHEST CAGR DURING
THE FORECAST PERIOD 96
FIGURE 28 ASIA PACIFIC: MARKET SNAPSHOT 104
FIGURE 29 ROUTE OPTIMIZATION SEGMENT TO GROW AT THE HIGHEST CAGR DURING
THE FORECAST PERIOD 105
FIGURE 30 ROUTE OPTIMIZATION SEGMENT TO GROW AT THE HIGHEST CAGR DURING
THE FORECAST PERIOD 112
FIGURE 31 ROUTE OPTIMIZATION SEGMENT TO GROW AT THE HIGHEST CAGR DURING
THE FORECAST PERIOD 120
FIGURE 32 GRAPH ANALYTICS MARKET (GLOBAL) COMPETITIVE LEADERSHIP MAPPING, 2019 129
FIGURE 33 MICROSOFT: COMPANY SNAPSHOT 131
FIGURE 34 MICROSOFT: SWOT ANALYSIS 132
FIGURE 35 IBM: COMPANY SNAPSHOT 133
FIGURE 36 IBM: SWOT ANALYSIS 135
FIGURE 37 AWS: COMPANY SNAPSHOT 136
FIGURE 38 AWS: SWOT ANALYSIS 138
FIGURE 39 ORACLE: COMPANY SNAPSHOT 140
FIGURE 40 ORACLE: SWOT ANALYSIS 142
FIGURE 41 NEO4J: SWOT ANALYSIS 145
FIGURE 42 CRAY: COMPANY SNAPSHOT 149
FIGURE 43 TERADATA: COMPANY SNAPSHOT 154

 

List of Tables



TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2016–2018 22
TABLE 2 FACTOR ANALYSIS 29
TABLE 3 GLOBAL GRAPH ANALYTICS MARKET SIZE AND GROWTH RATE 2017–2024 (USD MILLION, Y-O-Y %) 32
TABLE 4 GRAPH ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION) 49
TABLE 5 SOLUTIONS: GRAPH ANALYTICS MARKET SIZE, BY TYPE 2017–2024 (USD MILLION) 50
TABLE 6 SOLUTIONS: GRAPH ANALYTICS MARKET SIZE, BY REGION 2017–2024 (USD MILLION) 51
TABLE 7 SOFTWARE TOOLS: GRAPH ANALYTICS MARKET SIZE, BY REGION 2017–2024 (USD MILLION) 52
TABLE 8 PLATFORM: GRAPH ANALYTICS MARKET SIZE, BY REGION 2017–2024 (USD MILLION) 52
TABLE 9 SERVICES: GRAPH ANALYTICS MARKET SIZE, BY TYPE, 2017–2024 (USD MILLION) 53
TABLE 10 SERVICES: GRAPH ANALYTICS MARKET SIZE, BY REGION 2017–2024 (USD MILLION) 54
TABLE 11 CONSULTING: GRAPH ANALYTICS MARKET SIZE, BY REGION 2017–2024 (USD MILLION) 55
TABLE 12 SYSTEM INTEGRATION: GRAPH ANALYTICS MARKET SIZE, BY REGION 2017–2024 (USD MILLION) 55
TABLE 13 SUPPORT AND MAINTENANCE: GRAPH ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION) 56
TABLE 14 GRAPH ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE 2017–2024 (USD MILLION) 58
TABLE 15 CLOUD: GRAPH ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION) 59
TABLE 16 ON-PREMISES: GRAPH ANALYTICS MARKET SIZE, BY REGION 2017–2024 (USD MILLION) 60
TABLE 17 GRAPH ANALYTICS MARKET SIZE, BY ENTERPRISE SIZE 2017–2024 (USD MILLION) 62
TABLE 18 LARGE ENTERPRISES: GRAPH ANALYTICS MARKET SIZE, BY REGION 2017–2024 (USD MILLION) 63
TABLE 19 SMALL AND MEDIUM-SIZED ENTERPRISES: GRAPH ANALYTICS MARKET SIZE BY REGION, 2017–2024 (USD MILLION) 64
TABLE 20 GRAPH ANALYTICS MARKET SIZE, BY APPLICATION, 2017–2024 (USD MILLION) 67
TABLE 21 CUSTOMER ANALYTICS: GRAPH ANALYTICS MARKET SIZE, BY REGION 2017–2024 (USD MILLION) 68
TABLE 22 RISK AND COMPLIANCE MANAGEMENT: GRAPH ANALYTICS MARKET SIZE BY REGION, 2017–2024 (USD MILLION) 69
TABLE 23 RECOMMENDATION ENGINES: GRAPH ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION) 70
TABLE 24 ROUTE OPTIMIZATION: GRAPH ANALYTICS MARKET SIZE, BY REGION 2017–2024 (USD MILLION) 70
TABLE 25 FRAUD DETECTION: GRAPH ANALYTICS MARKET SIZE, BY REGION 2017–2024 (USD MILLION) 71
TABLE 26 OTHERS APPLICATIONS: GRAPH ANALYTICS MARKET SIZE, BY REGION 2017–2024 (USD MILLION) 72
TABLE 27 GRAPH ANALYTICS MARKET SIZE, BY VERTICAL, 2017–2024 (USD MILLION) 75
TABLE 28 BANKING, FINANCIAL SERVICES AND INSURANCE: GRAPH ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION) 76
TABLE 29 RETAIL AND ECOMMERCE: GRAPH ANALYTICS MARKET SIZE, BY REGION 2017–2024 (USD MILLION) 77
TABLE 30 TELECOM: GRAPH ANALYTICS MARKET SIZE, BY REGION 2017–2024 (USD MILLION) 77
TABLE 31 HEALTHCARE AND LIFE SCIENCES: GRAPH ANALYTICS MARKET SIZE BY REGION, 2017–2024 (USD MILLION) 78
TABLE 32 GOVERNMENT AND PUBLIC SECTOR: GRAPH ANALYTICS MARKET SIZE BY REGION, 2017–2024 (USD MILLION) 79
TABLE 33 MANUFACTURING: GRAPH ANALYTICS MARKET SIZE, BY REGION 2017–2024 (USD MILLION) 80
TABLE 34 TRANSPORTATION AND LOGISTICS: GRAPH ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION) 81
TABLE 35 OTHER VERTICALS: GRAPH ANALYTICS MARKET SIZE, BY REGION 2017–2024 (USD MILLION) 82
TABLE 36 GRAPH ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION) 85
TABLE 37 GRAPH ANALYTICS MARKET SIZE, BY COUNTRY, 2017–2024 (USD MILLION) 86
TABLE 38 NORTH AMERICA: GRAPH ANALYTICS MARKET SIZE, BY COMPONENT 2017–2024 (USD MILLION) 88
TABLE 39 NORTH AMERICA: GRAPH ANALYTICS MARKET SIZE, BY SOLUTION 2017–2024 (USD MILLION) 88
TABLE 40 NORTH AMERICA: GRAPH ANALYTICS MARKET SIZE, BY SERVICE 2017–2024 (USD MILLION) 89
TABLE 41 NORTH AMERICA: GRAPH ANALYTICS MARKET SIZE, BY APPLICATION 2017–2024 (USD MILLION) 89
TABLE 42 NORTH AMERICA: GRAPH ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION) 90
TABLE 43 NORTH AMERICA: GRAPH ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2017–2024 (USD MILLION) 90
TABLE 44 NORTH AMERICA: GRAPH ANALYTICS MARKET SIZE, BY VERTICAL 2017–2024 (USD MILLION) 91
TABLE 45 NORTH AMERICA: GRAPH ANALYTICS MARKET SIZE, BY COUNTRY 2017–2024 (USD MILLION) 91
TABLE 46 UNITED STATES: GRAPH ANALYTICS MARKET SIZE, BY COMPONENT 2017–2024 (USD MILLION) 92
TABLE 47 UNITED STATES: GRAPH ANALYTICS MARKET SIZE, BY SOLUTION 2017–2024 (USD MILLION) 93
TABLE 48 UNITED STATES: GRAPH ANALYTICS MARKET SIZE, BY SERVICE 2017–2024 (USD MILLION) 93
TABLE 49 UNITED STATES: GRAPH ANALYTICS MARKET SIZE, BY APPLICATION 2017–2024 (USD MILLION) 93
TABLE 50 UNITED STATES: GRAPH ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION) 94
TABLE 51 UNITED STATES: GRAPH ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE 2017–2024 (USD MILLION) 94
TABLE 52 UNITED STATES: GRAPH ANALYTICS MARKET SIZE, BY VERTICAL 2017–2024 (USD MILLION) 95
TABLE 53 EUROPE: GRAPH ANALYTICS MARKET SIZE, BY COMPONENT 2017–2024 (USD MILLION) 96
TABLE 54 EUROPE: GRAPH ANALYTICS MARKET SIZE, BY SOLUTION 2017–2024 (USD MILLION) 97
TABLE 55 EUROPE: GRAPH ANALYTICS MARKET SIZE, BY SERVICE 2017–2024 (USD MILLION) 97
TABLE 56 EUROPE: GRAPH ANALYTICS MARKET SIZE, BY APPLICATION 2017–2024 (USD MILLION) 97
TABLE 57 EUROPE: GRAPH ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE 2017–2024 (USD MILLION) 98
TABLE 58 EUROPE: GRAPH ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE 2017–2024 (USD MILLION) 98
TABLE 59 EUROPE: GRAPH ANALYTICS MARKET SIZE, BY VERTICAL 2017–2024 (USD MILLION) 98
TABLE 60 EUROPE: GRAPH ANALYTICS MARKET SIZE, BY COUNTRY 2017–2024 (USD MILLION) 99
TABLE 61 UNITED KINGDOM: GRAPH ANALYTICS MARKET SIZE, BY COMPONENT 2017–2024 (USD MILLION) 100
TABLE 62 UNITED KINGDOM: GRAPH ANALYTICS MARKET SIZE, BY SOLUTION 2017–2024 (USD MILLION) 100
TABLE 63 UNITED KINGDOM: GRAPH ANALYTICS MARKET SIZE, BY SERVICE 2017–2024 (USD MILLION) 100
TABLE 64 UNITED KINGDOM: GRAPH ANALYTICS MARKET SIZE, BY APPLICATION 2017–2024 (USD MILLION) 101
TABLE 65 UNITED KINGDOM: GRAPH ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION) 101
TABLE 66 UNITED KINGDOM: GRAPH ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2017–2024 (USD MILLION) 101
TABLE 67 UNITED KINGDOM: GRAPH ANALYTICS MARKET SIZE, BY VERTICAL 2017–2024 (USD MILLION) 102
TABLE 68 ASIA PACIFIC: GRAPH ANALYTICS MARKET SIZE, BY COMPONENT 2017–2024 (USD MILLION) 105
TABLE 69 ASIA PACIFIC: GRAPH ANALYTICS MARKET SIZE, BY SOLUTION 2017–2024 (USD MILLION) 105
TABLE 70 ASIA PACIFIC: GRAPH ANALYTICS MARKET SIZE, BY SERVICE 2017–2024 (USD MILLION) 106
TABLE 71 ASIA PACIFIC: GRAPH ANALYTICS MARKET SIZE, BY APPLICATION 2017–2024 (USD MILLION) 106
TABLE 72 ASIA PACIFIC: GRAPH ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE 2017–2024 (USD MILLION) 107
TABLE 73 ASIA PACIFIC: GRAPH ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE 2017–2024 (USD MILLION) 107
TABLE 74 ASIA PACIFIC: GRAPH ANALYTICS MARKET SIZE, BY VERTICAL 2017–2024 (USD MILLION) 107
TABLE 75 ASIA PACIFIC: GRAPH ANALYTICS MARKET SIZE, BY COUNTRY 2017–2024 (USD MILLION) 108
TABLE 76 CHINA: GRAPH ANALYTICS MARKET SIZE, BY COMPONENT 2017–2024 (USD MILLION) 109
TABLE 77 CHINA: GRAPH ANALYTICS MARKET SIZE, BY SOLUTION 2017–2024 (USD MILLION) 109
TABLE 78 CHINA: GRAPH ANALYTICS MARKET SIZE, BY SERVICE, 2017–2024 (USD MILLION) 109
TABLE 79 CHINA: GRAPH ANALYTICS MARKET SIZE, BY APPLICATION 2017–2024 (USD MILLION) 110
TABLE 80 CHINA: GRAPH ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE 2017–2024 (USD MILLION) 110
TABLE 81 CHINA: GRAPH ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE 2017–2024 (USD MILLION) 110
TABLE 82 CHINA: GRAPH ANALYTICS MARKET SIZE, BY VERTICAL 2017–2024 (USD MILLION) 111
TABLE 83 MIDDLE EAST AND AFRICA: GRAPH ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION) 112
TABLE 84 MIDDLE EAST AND AFRICA: GRAPH ANALYTICS MARKET SIZE, BY SOLUTION, 2017–2024 (USD MILLION) 113
TABLE 85 MIDDLE EAST AND AFRICA: GRAPH ANALYTICS MARKET SIZE, BY SERVICE 2017–2024 (USD MILLION) 113
TABLE 86 MIDDLE EAST AND AFRICA: GRAPH ANALYTICS MARKET SIZE, BY APPLICATION, 2017–2024 (USD MILLION) 113
TABLE 87 MIDDLE EAST AND AFRICA: GRAPH ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION) 114
TABLE 88 MIDDLE EAST AND AFRICA: GRAPH ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2017–2024 (USD MILLION) 114
TABLE 89 MIDDLE EAST AND AFRICA: GRAPH ANALYTICS MARKET SIZE, BY VERTICAL 2017–2024 (USD MILLION) 115
TABLE 90 MIDDLE EAST AND AFRICA: GRAPH ANALYTICS MARKET SIZE, BY COUNTRY 2017–2024 (USD MILLION) 115
TABLE 91 SOUTH AFRICA: GRAPH ANALYTICS MARKET SIZE, BY COMPONENT 2017–2024 (USD MILLION) 116
TABLE 92 SOUTH AFRICA: GRAPH ANALYTICS MARKET SIZE, BY SOLUTION 2017–2024 (USD MILLION) 117
TABLE 93 SOUTH AFRICA: GRAPH ANALYTICS MARKET SIZE, BY SERVICE 2017–2024 (USD MILLION) 117
TABLE 94 SOUTH AFRICA: GRAPH ANALYTICS MARKET SIZE, BY APPLICATION 2017–2024 (USD MILLION) 117
TABLE 95 SOUTH AFRICA: GRAPH ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE 2017–2024 (USD MILLION) 118
TABLE 96 SOUTH AFRICA: GRAPH ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE 2017–2024 (USD MILLION) 118
TABLE 97 SOUTH AFRICA: GRAPH ANALYTICS MARKET SIZE, BY VERTICAL 2017–2024 (USD MILLION) 119
TABLE 98 LATIN AMERICA: GRAPH ANALYTICS MARKET SIZE, BY COMPONENT 2017–2024 (USD MILLION) 120
TABLE 99 LATIN AMERICA: GRAPH ANALYTICS MARKET SIZE, BY SOLUTION 2017–2024 (USD MILLION) 121
TABLE 100 LATIN AMERICA: GRAPH ANALYTICS MARKET SIZE, BY SERVICE 2017–2024 (USD MILLION) 121
TABLE 101 LATIN AMERICA: GRAPH ANALYTICS MARKET SIZE, BY APPLICATION 2017–2024 (USD MILLION) 121
TABLE 102 LATIN AMERICA: GRAPH ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE 2017–2024 (USD MILLION) 122
TABLE 103 LATIN AMERICA: GRAPH ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE 2017–2024 (USD MILLION) 122
TABLE 104 LATIN AMERICA: GRAPH ANALYTICS MARKET SIZE, BY VERTICAL 2017–2024 (USD MILLION) 123
TABLE 105 LATIN AMERICA: GRAPH ANALYTICS MARKET SIZE, BY COUNTRY 2017–2024 (USD MILLION) 123
TABLE 106 BRAZIL: GRAPH ANALYTICS MARKET SIZE, BY COMPONENT 2017–2024 (USD MILLION) 124
TABLE 107 BRAZIL: GRAPH ANALYTICS MARKET SIZE, BY SOLUTION 2017–2024 (USD MILLION) 124
TABLE 108 BRAZIL: GRAPH ANALYTICS MARKET SIZE, BY SERVICE 2017–2024 (USD MILLION) 125
TABLE 109 BRAZIL: GRAPH ANALYTICS MARKET SIZE, BY APPLICATION 2017–2024 (USD MILLION) 125
TABLE 110 BRAZIL: GRAPH ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE 2017–2024 (USD MILLION) 125
TABLE 111 BRAZIL: GRAPH ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE 2017–2024 (USD MILLION) 126
TABLE 112 BRAZIL: GRAPH ANALYTICS MARKET SIZE, BY VERTICAL 2017–2024 (USD MILLION) 126
TABLE 113 EVALUATION CRITERIA 128
TABLE 114 MICROSOFT: ORGANIC GROWTH STRATEGIES 132
TABLE 115 IBM: ORGANIC GROWTH STRATEGIES 134
TABLE 116 AWS: ORGANIC GROWTH STRATEGIES 137
TABLE 117 AWS: INORGANIC GROWTH STRATEGIES 138
TABLE 118 ORACLE: ORGANIC GROWTH STRATEGIES 141
TABLE 119 ORACLE: INORGANIC GROWTH STRATEGIES 141
TABLE 120 NEO4J: ORGANIC GROWTH STRATEGIES 144
TABLE 121 NEO4J: INORGANIC GROWTH STRATEGIES 144
TABLE 122 TIGERGRAPH: ORGANIC GROWTH STRATEGIES 147
TABLE 123 TIGERGRAPH: INORGANIC GROWTH STRATEGIES 148
TABLE 124 DATATSAX: ORGANIC GROWTH STRATEGIES 152
TABLE 125 DATASTAX: INORGANIC GROWTH STRATEGIES 153
TABLE 126 TERADATA: ORGANIC GROWTH STRATEGIES 155
TABLE 127 TIBCO SOFTWARE: ORGANIC GROWTH STRATEGIES 157
TABLE 128 TIBCO SOFTWARE: INORGANIC GROWTH STRATEGIES 157