조사회사 : MarketsandMarkets (마켓츠앤마켓츠) 출판년월 : 2023년09월
그래프 데이터베이스 (Graph Database) 시장 : 모델 유형(RDF, LPG, 하이퍼그래프), 제공 내용(솔루션, 서비스), 분석 유형(커뮤니티 분석, 연결성 분석, 중심성 분석, 경로 분석), 산업, 지역별 – 2028년까지의 세계 예측
Graph Database Market by Model Type (RDF, LPG, Hypergraph), Offering (Solutions, Services), Analysis Type (Community Analysis, Connectivity Analysis, Centrality Analysis, Path Analysis), Vertical, and Region – Global Forecast to 2028
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Report Overview
The global graph database market size to grow from USD 2.9 billion in 2023 to USD 7.3 billion by 2028, at a Compound Annual Growth Rate (CAGR) of 20.2% during the forecast period. Graph databases find their applications in linguistics, chemistry, and social networks. For instance, the integration of technology enables the user to demonstrate the relationship between people and their organizations. Companies operating in the market have come up with several use cases to describe specific graph database applications in multiple industry verticals. One such instance is fraud detection using the graph database technology developed by Ravelin Technology. Ravelin visualizes graph databases to identify suspicious nodes. The company has developed its own proprietary graph database solution to generate a full graph for any given data set in single-digit microseconds.
The cloud segment to have the largest CAGR during the forecast period
By deployment mode, the graph database market has been segmented into on-premises and cloud. The CAGR of the cloud deployment mode is estimated to be the largest during the forecast period. The cloud-based deployment helps businesses more efficiently process and report data findings, enhance collaboration, and enable decision-makers to get faster access to business intelligence leading to its higher adoption in the graph database market.
The native graph database segment to have the largest CAGR during the forecast period
Native graph database is a specialized database management system designed to efficiently store, manage, and query graph-structured data, where entities (nodes) are connected by relationships (edges). Unlike traditional relational databases, native graph databases are optimized for traversing complex relationships and performing graph-oriented queries. They enable the representation of real-world connections in a more intuitive and natural manner, making them particularly well-suited for use cases like social networks, recommendation systems, fraud detection, and knowledge graphs.
The healthcare, pharmaceuticals, and life sciences segment to have the largest CAGR during the forecast period
Graph databases offer significant advantages to the healthcare, pharmaceutical, and life sciences sectors due to their ability to model and query complex relationships within data. Graph databases can help researchers identify potential drug targets by analyzing the interactions between proteins, genes, and pathways. Relationships between proteins and diseases can be modeled, aiding in the validation of therapeutic targets.
Among regions, APAC to hold higher CAGR during the forecast period
APAC is expected to grow at a good pace during the forecast period. Opportunities for smaller graph database vendors to introduce graph database solutions for numerous sectors have also increased. All these factors are responsible for the expeditious growth of the graph database market in the region. Companies operating in APAC continue to focus on improving customer services to drive market competitiveness and revenue growth. China, Japan,India, and ANZ have displayed ample growth opportunities in the graph database market.
Breakdown of primaries
In-depth interviews were conducted with Chief Executive Officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the graph database market.
§ By Company: Tier I: 35%, Tier II: 45%, and Tier III: 20%
§ By Designation: C-Level Executives: 35%, D-Level Executives: 25%, and Managers: 40%
§ By Region: North America: 30%, Europe: 30%, APAC: 25%, MEA: 10%, Latin America: 5%
The report includes the study of key players offering graph database solutions and services. It profiles major vendors in the global graph database market. The major vendors in the global graph database market include Oracle Corporation (US), IBM Corporation (US), Amazon Web Services, Inc. (US), DataStax (US), Ontotext (Bulgaria), Stardog Union (US), Hewlett Packard Enterprise (US), ArangoDB (US), Blazegraph (US), Microsoft Corporation (US), SAP SE (Germany), Teradata Corporation (US), Openlink Software (US), TIBCO Software, Inc. (US), Neo4j, Inc. (US), GraphBase (Australia), Cambridge Semantics (US), TigerGraph, Inc. (US), Objectivity Inc. (US), Bitnine Co, Ltd. (US), Franz Inc. (US), Redis Labs (US), Graph Story (US), Dgraph Labs (US), Eccenca (Germany), and Fluree (US).
Research Coverage
The market study covers the graph database market across segments. It aims at estimating the market size and the growth potential of this market across different segments, such as components, type, deployment mode, organization size, application, vertical, and region. It includes an in-depth competitive analysis of the key players in the market, along with their company profiles, key observations related to product and business offerings, recent developments, and key market strategies.
Key Benefits of Buying the Report
The report would provide the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall market for graph database and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights better to position their business and plan suitable go-to-market strategies. It also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.
The report provides insights on the following pointers:
• Analysis of key drivers
(Need to incorporate real-time big data mining with result visualization, Growing demand for solutions to process low-latency queries, and Adoption of AI-based graph database tools and services), restraints (Shortfall of standardization and programming ease), opportunities (Lack of technical expertise), and challenges (Enterprise data unification and rapid proliferation of knowledge graphs, Semantic knowledgeable graphs for addressing complex scientific research,Emergence of open knowledge networks) influencing the growth of the graph database market.
• Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the graph database market.
• Market Development: Comprehensive information about lucrative markets – the report analyses the graph database market across varied regions
• Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in graph database market strategies; the report also helps stakeholders understand the pulse of the graph database market and provides them with information on key market drivers, restraints, challenges, and opportunities
• Competitive Assessment: In-depth assessment of market shares, growth strategies, and service offerings of leading players such as Microsoft (US), SAP (Germany),and IBM (US) among others in the graph database market.
Table of Contents
1 INTRODUCTION 29
1.1 STUDY OBJECTIVES 29
1.2 MARKET DEFINITION 29
1.2.1 INCLUSIONS AND EXCLUSIONS 30
1.3 STUDY SCOPE 31
1.3.1 MARKET SEGMENTATION 31
1.3.2 REGIONS COVERED 31
1.3.3 YEARS CONSIDERED 32
1.4 CURRENCY CONSIDERED 32
TABLE 1 USD EXCHANGE RATE, 2020–2022 32
1.5 STAKEHOLDERS 32
1.6 SUMMARY OF CHANGES 33
2 RESEARCH METHODOLOGY 34
2.1 RESEARCH DATA 34
FIGURE 1 GRAPH DATABASE MARKET: RESEARCH DESIGN 34
2.1.1 SECONDARY DATA 35
2.1.2 PRIMARY DATA 35
TABLE 2 PRIMARY INTERVIEWS 35
2.1.2.1 Breakdown of primary interviews 36
2.1.2.2 Key industry insights 36
2.2 DATA TRIANGULATION 37
FIGURE 2 DATA TRIANGULATION 37
2.3 MARKET SIZE ESTIMATION 38
FIGURE 3 GRAPH DATABASE MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 38
2.3.1 TOP-DOWN APPROACH 38
2.3.2 BOTTOM-UP APPROACH 39
FIGURE 4 GRAPH DATABASE MARKET SIZE ESTIMATION 39
FIGURE 5 GRAPH DATABASE MARKET SIZE ESTIMATION: APPROACH 1 40
FIGURE 6 GRAPH DATABASE MARKET SIZE ESTIMATION: APPROACH 2 41
FIGURE 7 GRAPH DATABASE MARKET SIZE ESTIMATION: APPROACH 3 41
2.4 MARKET FORECAST 42
TABLE 3 FACTOR ANALYSIS 42
2.5 RESEARCH ASSUMPTIONS 43
2.6 LIMITATIONS AND RISK ASSESSMENT 45
2.7 RECESSION IMPACT 45
3 EXECUTIVE SUMMARY 46
TABLE 4 GRAPH DATABASE MARKET SIZE AND GROWTH RATE, 2018–2022 (USD MILLION, Y-O-Y%) 47
TABLE 5 GRAPH DATABASE MARKET SIZE AND GROWTH RATE, 2023–2028 (USD MILLION, Y-O-Y%) 47
FIGURE 8 SOLUTIONS SEGMENT TO ACCOUNT FOR LARGER MARKET SIZE IN 2023 48
FIGURE 9 PROFESSIONAL SERVICES TO BE LARGER SEGMENT IN 2023 48
FIGURE 10 LABELED PROPERTY GRAPH SEGMENT TO HOLD LARGER MARKET SIZE IN 2023 48
FIGURE 11 ON-PREMISES DEPLOYMENT TO ACCOUNT FOR LARGER MARKET IN 2023 49
FIGURE 12 COMMUNITY ANALYSIS SEGMENT TO HOLD LARGER MARKET SHARE IN 2023 49
FIGURE 13 BANKING, FINANCIAL SERVICES, AND INSURANCE VERTICAL TO HOLD LARGEST MARKET SIZE IN 2023 50
FIGURE 14 NORTH AMERICA TO HOLD HIGHEST MARKET SHARE IN 2023 50
4 PREMIUM INSIGHTS 51
4.1 ATTRACTIVE OPPORTUNITIES FOR KEY PLAYERS IN GRAPH DATABASE MARKET 51
FIGURE 15 GROWING NEED TO ENSURE MARKET COMPETITIVENESS TO BOOST GRAPH DATABASE MARKET GROWTH 51
4.2 OVERVIEW OF RECESSION IN GLOBAL GRAPH DATABASE MARKET 51
FIGURE 16 GRAPH DATABASE MARKET TO WITNESS MINOR DECLINE IN Y-O-Y GROWTH IN 2023 51
4.3 GRAPH DATABASE MARKET, BY VERTICAL 52
FIGURE 17 BANKING, FINANCIAL SERVICES, AND INSURANCE VERTICAL TO BE LARGEST VERTICAL MARKET DURING FORECAST PERIOD 52
4.4 GRAPH DATABASE MARKET, BY REGION 52
FIGURE 18 NORTH AMERICA TO HOLD LARGEST MARKET SHARE BY 2028 52
4.5 GRAPH DATABASE MARKET, BY MODEL TYPE AND VERTICAL 53
FIGURE 19 LPG AND BFSI SEGMENTS TO HOLD LARGEST MARKET SHARES BY 2028 53
5 MARKET OVERVIEW AND INDUSTRY TRENDS 54
5.1 MARKET DYNAMICS 54
FIGURE 20 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: GRAPH DATABASE MARKET 54
5.1.1 DRIVERS 54
5.1.1.1 Need to incorporate real-time big data mining with result visualization 54
5.1.1.2 Growing demand for solutions to process low-latency queries 55
5.1.1.3 Adoption of AI-based graph database tools and services 55
5.1.2 RESTRAINTS 55
5.1.2.1 Shortage of standardization and programming ease 55
5.1.3 OPPORTUNITY 56
5.1.3.1 Data unification and rapid proliferation of knowledge graphs 56
5.1.3.2 Provision of semantic knowledgeable graphs to address complex-scientific research 56
5.1.3.3 Emphasis on emergence of open knowledge networks 57
5.1.4 CHALLENGES 57
5.1.4.1 Lack of technical expertise 57
5.2 INDUSTRY TRENDS 58
5.2.1 GROWING POPULARITY OF ENTERPRISE KNOWLEDGE GRAPH 58
5.2.2 RAPID USE OF VIRTUALIZATION FOR BIG DATA ANALYTICS 58
5.2.3 MASSIVE DATA GENERATION ACROSS BFSI, RETAIL, AND MEDIA & ENTERTAINMENT INDUSTRIES 58
5.3 CASE STUDY ANALYSIS 59
5.3.1 KERBEROS PREVENTED MONEY-LAUNDERING AND DEVELOPED COMPLIANCE MANAGEMENT APPLICATION FOR RISK MANAGEMENT WITH NEO4J 59
5.3.2 ALLEGROGRAPH CREATED SELF-DESCRIPTIVE REPOSITORY OF GRAPH TO DELIVER CRITICAL ANSWERS TO COMPLEX QUESTIONS AND POWER SMART APPLICATIONS 59
5.3.3 KINCARDS USED NEO4J TO REVOLUTIONIZE BUSINESS CARDS 60
5.3.4 YAHOO7 REPRESENTED CONTENT WITHIN KNOWLEDGE GRAPH WITH HELP OF BLAZEGRAPH 60
5.3.5 NEO4J ENABLED PULITZER PRIZE-WINNING INVESTIGATION INTO GLOBAL TAX EVASION TO VISUALIZE AND ANALYZE PERTAINING TO PANAMA PAPERS LEAKS 61
5.3.6 GRAPH TECHNOLOGY HELPED US ARMY BY TRACKING AND ANALYZING EQUIPMENT MAINTENANCE AFTER EMPLOYING NEO4J 61
5.3.7 OBJECTIVE ECM UNDERPINNED CRITICAL HEALTH AND SAFETY PROCESSES IN OFFSHORE PETROLEUM INDUSTRY 62
5.3.8 REDISGRAPH OFFERED GREAT MIX OF MATURITY, FEATURE COMPLETENESS, AND INTEROPERABILITY TO THINKDATA 62
5.3.9 SPRINGERMATERIALS ACCELERATED RESEARCH WITH SEMANTIC SEARCH 63
5.3.10 MEDEANALYTICS DELIVERED HIGH-PERFORMANCE DATABASES CAPABLE OF HANDLING MULTIPLE APPLICATION SCENARIOS USING REDIS ENTERPRISE 64
5.3.11 JAGUAR LAND ROVER ACCELERATED SUPPLY CHAIN PLANNING FROM THREE WEEKS TO 45 MINUTES 64
5.3.12 MACY’S REDUCED CATALOG DATA REFRESH TIME BY SIX-FOLD 65
5.3.13 METAPHACTS AND ONTOTEXT ENABLED GLOBAL PHARMA COMPANY TO BOOST R&D KNOWLEDGE DISCOVERY 65
5.3.14 RFS OPTIMIZED ITS GLOBAL PRODUCT AND INVENTORY MANAGEMENT BY USING ECCENCA’S SOLUTION 66
5.4 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS/BUYERS 67
FIGURE 21 GRAPH DATABASE MARKET: TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS 67
5.5 GRAPH DATABASE: EVOLUTION 68
5.6 GRAPH DATABASE: ARCHITECTURE 69
FIGURE 22 ARCHITECTURE OF GRAPH DATABASE 69
5.7 PATENT ANALYSIS 69
5.7.1 METHODOLOGY 69
5.7.2 DOCUMENT TYPE 69
TABLE 6 PATENTS FILED, 2013–2023 69
5.7.3 INNOVATION AND PATENT APPLICATIONS 70
FIGURE 23 TOTAL NUMBER OF PATENTS GRANTED, 2013–2023 70
5.7.3.1 Top applicants 70
FIGURE 24 TOP 10 COMPANIES WITH PATENT APPLICATIONS, 2013–2023 70
TABLE 7 US: TOP TEN PATENT OWNERS IN GRAPH DATABASE MARKET, 2013–2023 71
5.8 VALUE/SUPPLY CHAIN ANALYSIS 72
FIGURE 25 VALUE/SUPPLY CHAIN OF GRAPH DATABASE 72
5.9 ECOSYSTEM ANALYSIS 72
FIGURE 26 GRAPH DATABASE MARKET: ECOSYSTEM ANALYSIS 72
TABLE 8 ROLE OF KEY PLAYERS IN MARKET ECOSYSTEM 73
5.10 PRICING MODEL ANALYSIS 74
5.10.1 AVERAGE SELLING PRICE ANALYSIS, BY OFFERING 75
TABLE 9 PRICING ANALYSIS 75
5.11 TECHNOLOGY ANALYSIS 75
5.11.1 IMPACT OF GRAPH DATABASE ON KEY TECHNOLOGIES 76
5.11.1.1 Cloud computing 76
5.11.1.2 AI and ML 76
5.11.1.3 IoT 76
5.11.1.4 Blockchain 76
5.11.2 IMPACT OF GRAPH DATABASE ON ADJACENT NICHE TECHNOLOGIES 77
5.11.2.1 NLP 77
5.11.2.2 Big data & analytics 77
5.11.2.3 Graph Neural Networks (GNNs) 77
5.12 PORTER’S FIVE FORCES ANALYSIS 78
FIGURE 27 GRAPH DATABASE MARKET: PORTER’S FIVE FORCES ANALYSIS 78
TABLE 10 IMPACT OF PORTER’S FIVE FORCES ON GRAPH DATABASE MARKET 78
5.12.1 THREAT OF NEW ENTRANTS 79
5.12.2 THREAT OF SUBSTITUTES 79
5.12.3 BARGAINING POWER OF SUPPLIERS 79
5.12.4 BARGAINING POWER OF BUYERS 79
5.12.5 INTENSITY OF COMPETITIVE RIVALRY 79
5.13 REGULATORY IMPLICATIONS 80
5.13.1 GENERAL DATA PROTECTION REGULATION 80
5.13.2 INTERNATIONAL ORGANIZATION FOR STANDARDIZATION 27001 80
5.13.3 EU DATA GOVERNANCE ACT 81
5.13.4 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT OF 1996 81
5.13.5 BASEL COMMITTEE ON BANKING SUPERVISION 239 COMPLIANCE 81
5.13.6 SARBANES-OXLEY ACT OF 2002 81
5.14 TECHNOLOGY ROADMAP OF GRAPH DATABASE MARKET 82
TABLE 11 TECHNOLOGY ROADMAP OF GRAPH DATABASE MARKET, 2023–2030 82
6 GRAPH DATABASE MARKET, BY OFFERING 83
6.1 INTRODUCTION 84
6.1.1 OFFERING: GRAPH DATABASE MARKET DRIVERS 84
FIGURE 28 SERVICES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 85
TABLE 12 GRAPH DATABASE MARKET, BY OFFERING, 2018–2022 (USD MILLION) 85
TABLE 13 GRAPH DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 85
6.2 SOLUTIONS 86
6.2.1 NEED TO FACILITATE PRECISE AND IN-DEPTH DATA CONNECTIONS TO DRIVE GROWTH 86
TABLE 14 SOLUTIONS: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 86
TABLE 15 SOLUTIONS: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 86
6.2.2 BY SOLUTION TYPE 87
6.2.2.1 Graph Extension 87
TABLE 16 GRAPH EXTENSION: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 87
TABLE 17 GRAPH EXTENSION: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 87
6.2.2.2 Graph Processing Engine 88
TABLE 18 GRAPH PROCESSING ENGINE: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 88
TABLE 19 GRAPH PROCESSING ENGINE: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 88
6.2.2.3 Native Graph Database 89
TABLE 20 NATIVE GRAPH DATABASE: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 89
TABLE 21 NATIVE GRAPH DATABASE: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 89
6.2.3 BY DEPLOYMENT MODE 90
6.2.3.1 Cloud 90
TABLE 22 CLOUD: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 90
TABLE 23 CLOUD: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 90
6.2.3.2 On-premises 91
TABLE 24 ON-PREMISES: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 91
TABLE 25 ON-PREMISES: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 91
6.3 SERVICES 92
FIGURE 29 MANAGED SERVICES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 92
TABLE 26 GRAPH DATABASE MARKET, BY SERVICE, 2018–2022 (USD MILLION) 92
TABLE 27 GRAPH DATABASE MARKET, BY SERVICES, 2023–2028 (USD MILLION) 92
TABLE 28 SERVICES: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 93
TABLE 29 SERVICES: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 93
6.3.1 MANAGED SERVICES 94
6.3.1.1 Need to maintain tool operations and reduce overhead costs to drive market 94
TABLE 30 MANAGED SERVICES: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 94
TABLE 31 MANAGED SERVICES: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 94
6.3.2 PROFESSIONAL SERVICES 95
FIGURE 30 SUPPORT & MAINTENANCE SERVICES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 95
TABLE 32 PROFESSIONAL SERVICES: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 95
TABLE 33 PROFESSIONAL SERVICES: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 96
TABLE 34 GRAPH DATABASE MARKET, BY PROFESSIONAL SERVICE, 2018–2022 (USD MILLION) 96
TABLE 35 GRAPH DATABASE MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 96
6.3.2.1 Consulting services 97
6.3.2.1.1 Growing technicalities in implementing tools and services to boost growth 97
TABLE 36 CONSULTING SERVICES: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 97
TABLE 37 CONSULTING SERVICES: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 97
6.3.2.2 Deployment & integration services 98
6.3.2.2.1 Growing need to overcome system-related issues effectively to drive market 98
TABLE 38 DEPLOYMENT & INTEGRATION SERVICES: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 98
TABLE 39 DEPLOYMENT & INTEGRATION SERVICES: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 98
6.3.2.3 Support & maintenance services 99
6.3.2.3.1 Rising deployment of solutions to fuel market 99
TABLE 40 SUPPORT & MAINTENANCE SERVICES: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 99
TABLE 41 SUPPORT & MAINTENANCE SERVICES: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 99
7 GRAPH DATABASE MARKET, BY MODEL TYPE 100
7.1 INTRODUCTION 101
7.1.1 MODEL TYPE: GRAPH DATABASE MARKET DRIVERS 101
FIGURE 31 HYPERGRAPHS SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 101
TABLE 42 GRAPH DATABASE MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION) 101
TABLE 43 GRAPH DATABASE MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION) 102
7.2 RESOURCE DESCRIPTION FRAMEWORK 102
7.2.1 NEED FOR INTELLIGENT DATA MANAGEMENT SOLUTIONS IN RDF TO DRIVE DEMAND FOR GRAPH DATABASE 102
TABLE 44 RESOURCE DESCRIPTION FRAMEWORK: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 103
TABLE 45 RESOURCE DESCRIPTION FRAMEWORK: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 103
7.3 LABELED PROPERTY GRAPH 104
7.3.1 INCREASING URGE TO FIND RELATIONSHIPS AMONG NUMEROUS ENTITIES TO BOOST MARKET 104
TABLE 46 LABELED PROPERTY GRAPH: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 104
TABLE 47 LABELED PROPERTY GRAPH: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 104
7.4 HYPERGRAPHS 105
7.4.1 HYPERGRAPHS TO PROVIDE MORE ACCURATE REFLECTION OF REAL-WORLD RELATIONSHIPS AND ENHANCE DATA MODELING ACCURACY AND QUERY VERSATILITY 105
TABLE 48 HYPERGRAPHS: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 105
TABLE 49 HYPERGRAPHS: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 105
8 GRAPH DATABASE MARKET, BY ANALYSIS TYPE 106
8.1 INTRODUCTION 107
8.1.1 ANALYSIS TYPE: GRAPH DATABASE MARKET DRIVERS 107
FIGURE 32 COMMUNITY ANALYSIS TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 107
TABLE 50 GRAPH DATABASE MARKET, BY ANALYSIS TYPE, 2018–2022 (USD MILLION) 107
TABLE 51 GRAPH DATABASE MARKET, BY ANALYSIS TYPE, 2023–2028 (USD MILLION) 108
8.2 COMMUNITY ANALYSIS 108
8.2.1 REDUCED OPERATIONAL COST AND HIGHER SCALABILITY TO ENABLE GROWTH 108
TABLE 52 COMMUNITY ANALYSIS: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 108
TABLE 53 COMMUNITY ANALYSIS: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 109
8.3 CONNECTIVITY ANALYSIS 109
8.3.1 FOCUS ON PROVIDING TOOLS TO OPTIMIZE INFORMATION FLOW TO DRIVE MARKET 109
TABLE 54 CONNECTIVITY ANALYSIS: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 109
TABLE 55 CONNECTIVITY ANALYSIS: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 110
8.4 CENTRALITY ANALYSIS 110
8.4.1 NEED FOR IDENTIFYING NODES AND UNCOVERING HIDDEN PATTERNS TO DRIVE MARKET EXPANSION 110
TABLE 56 CENTRALITY ANALYSIS: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 110
TABLE 57 CENTRALITY ANALYSIS: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 111
8.5 PATH ANALYSIS 111
8.5.1 FOCUS ON IDENTIFYING FRAUDULENT ACTIVITIES TO FOSTER GROWTH 111
TABLE 58 PATH ANALYSIS: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 111
TABLE 59 PATH ANALYSIS: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 112
9 GRAPH DATABASE MARKET, BY VERTICAL 113
9.1 INTRODUCTION 114
9.1.1 VERTICAL: GRAPH DATABASE MARKET DRIVERS 114
FIGURE 33 BFSI TO HOLD LARGEST MARKET SIZE DURING FORECAST PERIOD 115
TABLE 60 GRAPH DATABASE MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 115
TABLE 61 GRAPH DATABASE MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 116
9.2 BANKING, FINANCIAL SERVICES, AND INSURANCE 116
9.2.1 GROWING ADOPTION OF FINANCIAL STANDARDS AND COMPLIANCE WITH REGULATIONS TO DRIVE MARKET 116
TABLE 62 BANKING, FINANCIAL SERVICES, AND INSURANCE: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 117
TABLE 63 BANKING, FINANCIAL SERVICES, AND INSURANCE: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 117
9.2.2 FRAUD DETECTION & PREVENTION 117
9.2.3 ANTI-MONEY LAUNDERING 118
9.2.4 CUSTOMER RELATIONSHIP MANAGEMENT 118
9.2.5 RISK MANAGEMENT 118
9.2.6 KNOW YOUR CUSTOMER (KYC) PROCESSES 119
9.3 RETAIL & ECOMMERCE 119
9.3.1 NEED TO IDENTIFY CUSTOMER BEHAVIOR IN REAL TIME TO DRIVE MARKET 119
TABLE 64 RETAIL & ECOMMERCE: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 119
TABLE 65 RETAIL & ECOMMERCE: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 120
9.3.2 PERSONALIZED PRODUCT RECOMMENDATIONS 120
9.3.3 CUSTOMER SEGMENTATION AND TARGETING 120
9.3.4 SUPPLY CHAIN OPTIMIZATION 120
9.3.5 SOCIAL MEDIA INFLUENCE ON BUYING BEHAVIOR 120
9.3.6 INVENTORY MANAGEMENT & DEMAND FORECASTING 121
9.4 TELECOM & IT 121
9.4.1 DEMAND FOR IMPROVED SERVICES TO GROW CUSTOMER BASE TO DRIVE MARKET 121
TABLE 66 TELECOM & IT: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 121
TABLE 67 TELECOM & IT: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 122
9.4.2 NETWORK ANALYSIS & OPTIMIZATION 122
9.4.3 CUSTOMER CHURN PREDICTION 122
9.4.4 SERVICE INCIDENT MANAGEMENT 122
9.4.5 NETWORK SECURITY ANALYSIS 122
9.4.6 IOT DEVICE MANAGEMENT & CONNECTIVITY 123
9.5 HEALTHCARE, LIFE SCIENCES, AND PHARMACEUTICALS 123
9.5.1 NEED FOR IMPROVED PATIENT-CENTRIC EXPERIENCE AND TREATMENT IN REAL TIME TO DRIVE MARKET 123
TABLE 68 HEALTHCARE, LIFESCIENCES, AND PHARMACEUTICALS: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 124
TABLE 69 HEALTHCARE, LIFESCIENCES, AND PHARMACEUTICALS: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 124
9.5.2 PATIENT JOURNEY & CARE PATHWAY ANALYSIS 124
9.5.3 DRUG DISCOVERY & DEVELOPMENT 124
9.5.4 MEDICAL KNOWLEDGE GRAPHS 125
9.5.5 DISEASE DIAGNOSIS & SURVEILLANCE 125
9.5.6 PERSONALIZED MEDICINE & TREATMENT PLANS 125
9.6 GOVERNMENT & PUBLIC SECTOR 125
9.6.1 RISING NEED FOR ENHANCED DATA SECURITY AND ADVANCED INTELLIGENCE TO DRIVE MARKET 125
TABLE 70 GOVERNMENT & PUBLIC SECTOR: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 126
TABLE 71 GOVERNMENT & PUBLIC SECTOR: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 126
9.6.2 SECURITY & LAW ENFORCEMENT 127
9.6.3 GOVERNMENT SERVICE OPTIMIZATION 127
9.6.4 CRISIS MANAGEMENT & DISASTER RESPONSE PLANNING 127
9.6.5 PUBLIC HEALTH MONITORING 127
9.6.6 LEGISLATIVE & REGULATORY ANALYSIS 127
9.7 MANUFACTURING & AUTOMOTIVE 128
9.7.1 GROWING NEED TO EXTEND FACTORY EQUIPMENT LIFESPAN AND REDUCE PRODUCTION RISK DELAYS TO BOOST GROWTH 128
TABLE 72 MANUFACTURING & AUTOMOTIVE: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 128
TABLE 73 MANUFACTURING & AUTOMOTIVE: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 129
9.7.2 PRODUCT LIFECYCLE MANAGEMENT 129
9.7.3 QUALITY CONTROL & DEFECT TRACKING 129
9.7.4 EQUIPMENT & PREDICTIVE MAINTENANCE 129
9.7.5 VENDOR & SUPPLIER ANALYSIS 129
9.8 MEDIA & ENTERTAINMENT 130
9.8.1 DEMAND FOR MODELING-USER PREFERENCES AND CONTENT INTERACTIONS TO FOSTER MARKET 130
TABLE 74 MEDIA & ENTERTAINMENT: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 130
TABLE 75 MEDIA & ENTERTAINMENT: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 130
9.8.2 CONTENT RECOMMENDATION & PERSONALIZATION 131
9.8.3 AUDIENCE SEGMENTATION & TARGETING 131
9.8.4 RIGHTS MANAGEMENT & LICENSING 131
9.8.5 TREND ANALYSIS & POPULARITY PREDICTION 131
9.8.6 USER ENGAGEMENT ANALYSIS 131
9.9 ENERGY & UTILITIES 132
9.9.1 NEED TO FACILITATE INTUITIVE PATHWAYS FOR COMPLEX NETWORKS TO DRIVE MARKET 132
TABLE 76 ENERGY & UTILITIES: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 132
TABLE 77 ENERGY & UTILITIES: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 132
9.9.2 SMART GRID MANAGEMENT 133
9.9.3 DEMAND-SIDE MANAGEMENT 133
9.9.4 ENVIRONMENTAL MONITORING 133
9.9.5 RENEWABLE ENERGY INTEGRATION & OPTIMIZATION 133
9.10 TRAVEL & HOSPITALITY 133
9.10.1 FOCUS ON FOSTERING TRAVEL PLANS FOR BETTER CUSTOMER EXPERIENCES TO DRIVE MARKET EXPANSION 133
TABLE 78 TRAVEL & HOSPITALITY: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 134
TABLE 79 TRAVEL & HOSPITALITY: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 134
9.10.2 CUSTOMER JOURNEY MAPPING 134
9.10.3 BOOKING & RESERVATION OPTIMIZATION 134
9.10.4 STAFF & RESOURCE ALLOCATION 135
9.10.5 TOURISM PLANNING & PROMOTION 135
9.11 TRANSPORTATION & LOGISTICS 135
9.11.1 RISING NEED FOR GAINING COMPLETE AND REAL-TIME VISIBILITY TO MINIMIZE RISKS TO DRIVE MARKET 135
TABLE 80 TRANSPORTATION & LOGISTICS: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 136
TABLE 81 TRANSPORTATION & LOGISTICS: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 136
9.11.2 ROUTE OPTIMIZATION & FLEET MANAGEMENT 136
9.11.3 ASSET TRACKING & MANAGEMENT 136
9.11.4 RISK ASSESSMENT & MITIGATION 137
9.11.5 SUPPLIER COLLABORATION & PERFORMANCE ANALYSIS 137
9.12 OTHER VERTICALS 137
TABLE 82 OTHER VERTICALS: GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 138
TABLE 83 OTHER VERTICALS: GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 138
10 GRAPH DATABASE MARKET, BY REGION 139
10.1 INTRODUCTION 140
FIGURE 34 ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD 140
TABLE 84 GRAPH DATABASE MARKET, BY REGION, 2018–2022 (USD MILLION) 140
TABLE 85 GRAPH DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 141
10.2 NORTH AMERICA 141
FIGURE 35 NORTH AMERICA: MARKET SNAPSHOT 142
10.2.1 NORTH AMERICA: GRAPH DATABASE MARKET DRIVERS 142
10.2.2 NORTH AMERICA: RECESSION IMPACT 143
10.2.3 NORTH AMERICA: MARKET REGULATIONS 143
10.2.3.1 The Personal Information Protection and Electronic Documents Act (PIPEDA) 143
10.2.3.2 Gramm–Leach–Bliley (GLB) Act 143
10.2.3.3 Health Insurance Portability and Accountability (HIPAA) Act of 1996 143
10.2.3.4 Federal Information Security Management Act 144
10.2.3.5 Federal Information Processing Standards 144
10.2.3.6 California Consumer Privacy Act (CSPA) 145
TABLE 86 NORTH AMERICA: GRAPH DATABASE MARKET, BY OFFERING, 2018–2022 (USD MILLION) 145
TABLE 87 NORTH AMERICA: GRAPH DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 145
TABLE 88 NORTH AMERICA: GRAPH DATABASE MARKET, BY SERVICE, 2018–2022 (USD MILLION) 145
TABLE 89 NORTH AMERICA: GRAPH DATABASE MARKET, BY SERVICE, 2023–2028 (USD MILLION) 145
TABLE 90 NORTH AMERICA: GRAPH DATABASE MARKET, BY PROFESSIONAL SERVICE, 2018–2022 (USD MILLION) 146
TABLE 91 NORTH AMERICA: GRAPH DATABASE MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 146
TABLE 92 NORTH AMERICA: GRAPH DATABASE MARKET, BY SOLUTION TYPE, 2018–2022 (USD MILLION) 146
TABLE 93 NORTH AMERICA: GRAPH DATABASE MARKET, BY SOLUTION TYPE, 2023–2028 (USD MILLION) 146
TABLE 94 NORTH AMERICA: GRAPH DATABASE MARKET, BY SOLUTION DEPLOYMENT MODE, 2018–2022 (USD MILLION) 147
TABLE 95 NORTH AMERICA: GRAPH DATABASE MARKET, BY SOLUTION DEPLOYMENT MODE, 2023–2028 (USD MILLION) 147
TABLE 96 NORTH AMERICA: GRAPH DATABASE MARKET, BY ANALYSIS TYPE, 2018–2022 (USD MILLION) 147
TABLE 97 NORTH AMERICA: GRAPH DATABASE MARKET, BY ANALYSIS TYPE, 2023–2028 (USD MILLION) 147
TABLE 98 NORTH AMERICA: GRAPH DATABASE MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION) 148
TABLE 99 NORTH AMERICA: GRAPH DATABASE MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION) 148
TABLE 100 NORTH AMERICA: GRAPH DATABASE MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 148
TABLE 101 NORTH AMERICA: GRAPH DATABASE MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 149
TABLE 102 NORTH AMERICA: GRAPH DATABASE MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 149
TABLE 103 NORTH AMERICA: GRAPH DATABASE MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 149
10.2.4 US 150
10.2.4.1 Rapid adoption of innovative solutions, government initiatives, and social media platforms to drive market 150
10.2.5 CANADA 150
10.2.5.1 Need for increased investment and real-time decision-making to drive market 150
10.3 EUROPE 151
10.3.1 EUROPE: GRAPH DATABASE MARKET DRIVERS 151
10.3.2 EUROPE: RECESSION IMPACT 152
10.3.3 EUROPE: MARKET REGULATIONS 152
10.3.3.1 General Data Protection Regulation (GDPR) 152
10.3.3.2 European Committee for Standardization (CEN) 153
TABLE 104 EUROPE: GRAPH DATABASE MARKET, BY OFFERING, 2018–2022 (USD MILLION) 153
TABLE 105 EUROPE: GRAPH DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 153
TABLE 106 EUROPE: GRAPH DATABASE MARKET, BY SERVICE, 2018–2022 (USD MILLION) 153
TABLE 107 EUROPE: GRAPH DATABASE MARKET, BY SERVICE, 2023–2028 (USD MILLION) 153
TABLE 108 EUROPE: GRAPH DATABASE MARKET, BY PROFESSIONAL SERVICE, 2018–2022 (USD MILLION) 154
TABLE 109 EUROPE: GRAPH DATABASE MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 154
TABLE 110 EUROPE: GRAPH DATABASE MARKET, BY SOLUTION TYPE, 2018–2022 (USD MILLION) 154
TABLE 111 EUROPE: GRAPH DATABASE MARKET, BY SOLUTION TYPE, 2023–2028 (USD MILLION) 154
TABLE 112 EUROPE: GRAPH DATABASE MARKET, BY DEPLOYMENT MODE, 2018–2022 (USD MILLION) 155
TABLE 113 EUROPE: GRAPH DATABASE MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION) 155
TABLE 114 EUROPE: GRAPH DATABASE MARKET, BY ANALYSIS TYPE, 2018–2022 (USD MILLION) 155
TABLE 115 EUROPE: GRAPH DATABASE MARKET, BY ANALYSIS TYPE, 2023–2028 (USD MILLION) 155
TABLE 116 EUROPE: GRAPH DATABASE MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION) 156
TABLE 117 EUROPE: GRAPH DATABASE MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION) 156
TABLE 118 EUROPE: GRAPH DATABASE MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 156
TABLE 119 EUROPE: GRAPH DATABASE MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 157
TABLE 120 EUROPE: GRAPH DATABASE MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 157
TABLE 121 EUROPE: GRAPH DATABASE MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 158
10.3.4 UK 158
10.3.4.1 Rising adoption of graph database solutions by enterprises and government to boost market 158
10.3.5 GERMANY 158
10.3.5.1 Adopting initiatives for technological developments in Germany to propel market 158
10.3.6 FRANCE 159
10.3.6.1 Rising demand for R&D investments and retail & manufacturing to boost market 159
10.3.7 ITALY 159
10.3.7.1 Need for increased collaboration between startups and established tech companies to drive market 159
10.3.8 SPAIN 159
10.3.8.1 Rising adoption of data-driven decision-making techniques to drive market 159
10.3.9 REST OF EUROPE 160
10.4 ASIA PACIFIC 160
FIGURE 36 ASIA PACIFIC: MARKET SNAPSHOT 161
10.4.1 ASIA PACIFIC: GRAPH DATABASE MARKET DRIVERS 161
10.4.2 ASIA PACIFIC: RECESSION IMPACT 162
10.4.3 ASIA PACIFIC: MARKET REGULATIONS 162
10.4.3.1 Personal Data Protection Act (PDPA) 162
10.4.3.2 International Organization for Standardization (ISO) 27001 163
TABLE 122 ASIA PACIFIC: GRAPH DATABASE MARKET, BY OFFERING, 2018–2022 (USD MILLION) 163
TABLE 123 ASIA PACIFIC: GRAPH DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 163
TABLE 124 ASIA PACIFIC: GRAPH DATABASE MARKET, BY SERVICE, 2018–2022 (USD MILLION) 163
TABLE 125 ASIA PACIFIC: GRAPH DATABASE MARKET, BY SERVICE, 2023–2028 (USD MILLION) 163
TABLE 126 ASIA PACIFIC: GRAPH DATABASE MARKET, BY PROFESSIONAL SERVICE, 2018–2022 (USD MILLION) 164
TABLE 127 ASIA PACIFIC: GRAPH DATABASE MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 164
TABLE 128 ASIA PACIFIC: GRAPH DATABASE MARKET, BY SOLUTION TYPE, 2018–2022 (USD MILLION) 164
TABLE 129 ASIA PACIFIC: GRAPH DATABASE MARKET, BY SOLUTION TYPE, 2023–2028 (USD MILLION) 164
TABLE 130 ASIA PACIFIC: GRAPH DATABASE MARKET, BY DEPLOYMENT MODE, 2018–2022 (USD MILLION) 165
TABLE 131 ASIA PACIFIC: GRAPH DATABASE MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION) 165
TABLE 132 ASIA PACIFIC: GRAPH DATABASE MARKET, BY ANALYSIS TYPE, 2018–2022 (USD MILLION) 165
TABLE 133 ASIA PACIFIC: GRAPH DATABASE MARKET, BY ANALYSIS TYPE, 2023–2028 (USD MILLION) 165
TABLE 134 ASIA PACIFIC: GRAPH DATABASE MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION) 166
TABLE 135 ASIA PACIFIC: GRAPH DATABASE MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION) 166
TABLE 136 ASIA PACIFIC: GRAPH DATABASE MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 166
TABLE 137 ASIA PACIFIC: GRAPH DATABASE MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 167
TABLE 138 ASIA PACIFIC: GRAPH DATABASE MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 167
TABLE 139 ASIA PACIFIC: GRAPH DATABASE MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 168
10.4.4 CHINA 168
10.4.4.1 Increasing focus on integrating AI and deep learning technologies to drive market expansion 168
10.4.5 JAPAN 168
10.4.5.1 Rising adoption of technology to boost market 168
10.4.6 INDIA 169
10.4.6.1 Need for booming eCommerce and banking to drive market 169
10.4.7 SOUTH KOREA 169
10.4.7.1 Adoption of advanced technologies to drive market 169
10.4.8 AUSTRALIA & NEW ZEALAND 169
10.4.8.1 Growing infrastructure developments in ANZ to boost market 169
10.4.9 REST OF ASIA PACIFIC 169
10.5 MIDDLE EAST & AFRICA 170
10.5.1 MIDDLE EAST & AFRICA: GRAPH DATABASE MARKET DRIVERS 170
10.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT 170
10.5.3 MIDDLE EAST & AFRICA: MARKET REGULATIONS 171
10.5.3.1 Israeli Privacy Protection Regulations (Data Security), 5777-2017 171
10.5.3.2 GDPR Applicability in KSA 171
10.5.3.3 Protection of Personal Information Act (POPIA) 171
TABLE 140 MIDDLE EAST & AFRICA: GRAPH DATABASE MARKET, BY OFFERING, 2018–2022 (USD MILLION) 171
TABLE 141 MIDDLE EAST & AFRICA: GRAPH DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 172
TABLE 142 MIDDLE EAST & AFRICA: GRAPH DATABASE MARKET, BY SERVICE, 2018–2022 (USD MILLION) 172
TABLE 143 MIDDLE EAST & AFRICA: GRAPH DATABASE MARKET, BY SERVICE, 2023–2028 (USD MILLION) 172
TABLE 144 MIDDLE EAST & AFRICA: GRAPH DATABASE MARKET, BY PROFESSIONAL SERVICE, 2018–2022 (USD MILLION) 172
TABLE 145 MIDDLE EAST & AFRICA: GRAPH DATABASE MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 173
TABLE 146 MIDDLE EAST & AFRICA: GRAPH DATABASE MARKET, BY SOLUTION TYPE, 2018–2022 (USD MILLION) 173
TABLE 147 MIDDLE EAST & AFRICA: GRAPH DATABASE MARKET, BY SOLUTION TYPE, 2023–2028 (USD MILLION) 173
TABLE 148 MIDDLE EAST & AFRICA: GRAPH DATABASE MARKET, BY DEPLOYMENT MODE, 2018–2022 (USD MILLION) 173
TABLE 149 MIDDLE EAST & AFRICA: GRAPH DATABASE MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION) 174
TABLE 150 MIDDLE EAST & AFRICA: GRAPH DATABASE MARKET, BY ANALYSIS TYPE, 2018–2022 (USD MILLION) 174
TABLE 151 MIDDLE EAST & AFRICA: GRAPH DATABASE MARKET, BY ANALYSIS TYPE, 2023–2028 (USD MILLION) 174
TABLE 152 MIDDLE EAST & AFRICA: GRAPH DATABASE MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION) 174
TABLE 153 MIDDLE EAST & AFRICA: GRAPH DATABASE MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION) 175
TABLE 154 MIDDLE EAST & AFRICA: GRAPH DATABASE MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 175
TABLE 155 MIDDLE EAST & AFRICA: GRAPH DATABASE MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 176
TABLE 156 MIDDLE EAST & AFRICA: GRAPH DATABASE MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 176
TABLE 157 MIDDLE EAST & AFRICA: GRAPH DATABASE MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 177
10.5.4 UAE 177
10.5.4.1 Need for analyzing AI-driven and fraud detection relationships to drive market 177
10.5.5 SAUDI ARABIA 177
10.5.5.1 Rise of big data and need for real-time analytics to contribute to market growth 177
10.5.6 ISRAEL 178
10.5.6.1 Rapid growth of interconnected data in social media, eCommerce, and IoT to boost growth 178
10.5.7 SOUTH AFRICA 178
10.5.7.1 Rapid adoption of graph databases as transformative tools to drive market expansion 178
10.5.8 REST OF MIDDLE EAST & AFRICA 178
10.6 LATIN AMERICA 179
10.6.1 LATIN AMERICA: GRAPH DATABASE MARKET DRIVERS 179
10.6.2 LATIN AMERICA: RECESSION IMPACT 179
10.6.3 LATIN AMERICA: MARKET REGULATIONS 179
10.6.3.1 Brazil Data Protection Law 179
10.6.3.2 Argentina Personal Data Protection Law No. 25.326 180
TABLE 158 LATIN AMERICA: GRAPH DATABASE MARKET, BY OFFERING, 2018–2022 (USD MILLION) 180
TABLE 159 LATIN AMERICA: GRAPH DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 180
TABLE 160 LATIN AMERICA: GRAPH DATABASE MARKET, BY SERVICE, 2018–2022 (USD MILLION) 181
TABLE 161 LATIN AMERICA: GRAPH DATABASE MARKET, BY SERVICE, 2023–2028 (USD MILLION) 181
TABLE 162 LATIN AMERICA: GRAPH DATABASE MARKET, BY PROFESSIONAL SERVICE, 2018–2022 (USD MILLION) 181
TABLE 163 LATIN AMERICA: GRAPH DATABASE MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 181
TABLE 164 LATIN AMERICA: GRAPH DATABASE MARKET, BY SOLUTION TYPE, 2018–2022 (USD MILLION) 182
TABLE 165 LATIN AMERICA: GRAPH DATABASE MARKET, BY SOLUTION TYPE, 2023–2028 (USD MILLION) 182
TABLE 166 LATIN AMERICA: GRAPH DATABASE MARKET, BY DEPLOYMENT MODE, 2018–2022 (USD MILLION) 182
TABLE 167 LATIN AMERICA: GRAPH DATABASE MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION) 182
TABLE 168 LATIN AMERICA: GRAPH DATABASE MARKET, BY ANALYSIS TYPE, 2018–2022 (USD MILLION) 183
TABLE 169 LATIN AMERICA: GRAPH DATABASE MARKET, BY ANALYSIS TYPE, 2023–2028 (USD MILLION) 183
TABLE 170 LATIN AMERICA: GRAPH DATABASE MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION) 183
TABLE 171 LATIN AMERICA: GRAPH DATABASE MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION) 183
TABLE 172 LATIN AMERICA: GRAPH DATABASE MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 184
TABLE 173 LATIN AMERICA: GRAPH DATABASE MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 184
TABLE 174 LATIN AMERICA: GRAPH DATABASE MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 185
TABLE 175 LATIN AMERICA: GRAPH DATABASE MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 185
10.6.4 BRAZIL 185
10.6.4.1 Rising investments in technology by multinational companies to boost adoption of graph database 185
10.6.5 MEXICO 186
10.6.5.1 Adoption of government initiatives and increase in software & services to trigger market growth 186
10.6.6 ARGENTINA 186
10.6.6.1 Surge in empowering businesses for enhancing user engagement to drive market expansion 186
10.6.7 REST OF LATIN AMERICA 186
11 COMPETITIVE LANDSCAPE 187
11.1 OVERVIEW 187
11.2 STRATEGIES ADOPTED BY KEY PLAYERS 187
TABLE 176 OVERVIEW OF STRATEGIES DEPLOYED BY KEY PLAYERS IN GRAPH DATABASE MARKET 187
11.3 HISTORICAL REVENUE ANALYSIS OF KEY PLAYERS 189
FIGURE 37 HISTORICAL REVENUE ANALYSIS OF TOP PLAYERS, 2020–2022 (USD MILLION) 189
11.4 MARKET SHARE ANALYSIS 190
FIGURE 38 GRAPH DATABASE MARKET: MARKET SHARE ANALYSIS 190
TABLE 177 GRAPH DATABASE MARKET: DEGREE OF COMPETITION 190
11.5 GRAPH DATABASE BRAND/PRODUCT COMPARATIVE LANDSCAPE 191
TABLE 178 TRENDING GRAPH DATABASE PRODUCT/BRAND COMPARISON 191
11.6 COMPANY EVALUATION MATRIX FOR KEY PLAYERS 191
11.6.1 STARS 191
11.6.2 EMERGING LEADERS 191
11.6.3 PERVASIVE PLAYERS 191
11.6.4 PARTICIPANTS 191
FIGURE 39 COMPANY EVALUATION MATRIX FOR KEY PLAYERS, 2022 192
11.7 COMPETITIVE BENCHMARKING 193
TABLE 179 GRAPH DATABASE MARKET: COMPETITIVE BENCHMARKING OF KEY PLAYERS 193
TABLE 180 GRAPH DATABASE MARKET: DETAILED LIST OF STARTUPS/SMES 194
TABLE 181 GRAPH DATABASE MARKET: COMPETITIVE BENCHMARKING OF STARTUPS/SMES 195
11.8 COMPANY EVALUATION MATRIX FOR STARTUPS/SMES 195
11.8.1 PROGRESSIVE COMPANIES 195
11.8.2 RESPONSIVE COMPANIES 195
11.8.3 DYNAMIC COMPANIES 196
11.8.4 STARTING BLOCKS 196
FIGURE 40 COMPANY EVALUATION MATRIX FOR STARTUPS/SMES, 2022 196
11.9 COMPETITIVE SCENARIO 197
11.9.1 PRODUCT LAUNCHES 197
TABLE 182 PRODUCT LAUNCHES, MAY 2019–MAY 2023 197
11.9.2 DEALS 199
TABLE 183 DEALS, JANUARY 2021– MAY 2023 199
12 COMPANY PROFILES 202
12.1 INTRODUCTION 202
(Business overview, Products offered, Recent developments & MnM View)*
12.2 KEY PLAYERS 202
12.2.1 IBM 202
TABLE 184 IBM: BUSINESS OVERVIEW 202
FIGURE 41 IBM: COMPANY SNAPSHOT 203
TABLE 185 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED 203
TABLE 186 IBM: PRODUCT LAUNCHES/ENHANCEMENTS 204
TABLE 187 IBM: DEALS 204
12.2.2 ORACLE 207
TABLE 188 ORACLE: BUSINESS OVERVIEW 207
FIGURE 42 ORACLE: COMPANY SNAPSHOT 208
TABLE 189 ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 208
TABLE 190 ORACLE: PRODUCT LAUNCHES/ENHANCEMENTS 209
TABLE 191 ORACLE: DEALS 210
12.2.3 MICROSOFT 211
TABLE 192 MICROSOFT: BUSINESS OVERVIEW 211
FIGURE 43 MICROSOFT: COMPANY SNAPSHOT 212
TABLE 193 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED 212
TABLE 194 MICROSOFT: PRODUCT LAUNCHES/ENHANCEMENTS 213
TABLE 195 MICROSOFT: DEALS 213
12.2.4 AWS 216
TABLE 196 AWS: BUSINESS OVERVIEW 216
FIGURE 44 AWS: COMPANY SNAPSHOT 216
TABLE 197 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED 217
TABLE 198 AWS: PRODUCT LAUNCHES/ ENHANCEMENTS 217
TABLE 199 AWS: DEALS 217
12.2.5 SAP 219
TABLE 200 SAP: BUSINESS OVERVIEW 219
FIGURE 45 SAP: COMPANY SNAPSHOT 220
TABLE 201 SAP: PRODUCTS/SOLUTIONS/SERVICES OFFERED 220
TABLE 202 SAP: PRODUCT LAUNCHES/ENHANCEMENTS 221
TABLE 203 SAP: DEALS 221
12.2.6 NEO4J 223
TABLE 204 NEO4J: BUSINESS OVERVIEW 223
TABLE 205 NEO4J: SOLUTIONS OFFERED 223
TABLE 206 NEO4J: PRODUCT LAUNCHES/ENHANCEMENTS 224
TABLE 207 NEO4J: DEALS 224
12.2.7 TIGERGRAPH 227
TABLE 208 TIGERGRAPH: BUSINESS OVERVIEW 227
TABLE 209 TIGERGRAPH: SOLUTIONS OFFERED 227
TABLE 210 TIGERGRAPH: PRODUCT LAUNCHES/ENHANCEMENTS 228
TABLE 211 TIGERGRAPH: DEALS 228
TABLE 212 TIGERGRAPH: OTHERS 229
12.2.8 STARDOG 230
TABLE 213 STARDOG: BUSINESS OVERVIEW 230
TABLE 214 STARDOG: SOLUTIONS OFFERED 230
TABLE 215 STARDOG: PRODUCT LAUNCHES/ENHANCEMENTS 231
TABLE 216 STARDOG: DEALS 231
12.2.9 DATASTAX 233
TABLE 217 DATASTAX: BUSINESS OVERVIEW 233
TABLE 218 DATASTAX: SOLUTIONS OFFERED 233
TABLE 219 DATASTAX: PRODUCT LAUNCHES/ENHANCEMENTS 234
TABLE 220 DATASTAX: DEALS 234
12.2.10 HPE 236
TABLE 221 HPE: BUSINESS OVERVIEW 236
FIGURE 46 HPE: COMPANY SNAPSHOT 237
TABLE 222 HPE: SOLUTIONS OFFERED 237
TABLE 223 HPE: PRODUCT LAUNCHES/ENHANCEMENTS 238
TABLE 224 HPE: DEALS 238
12.2.11 FRANZ INC 239
TABLE 225 FRANZ INC: BUSINESS OVERVIEW 239
TABLE 226 FRANZ INC: SOLUTIONS OFFERED 239
TABLE 227 FRANZ INC: PRODUCT LAUNCHES/ENHANCEMENTS 240
TABLE 228 FRANZ INC: DEALS 240
12.2.12 ONTOTEXT 241
TABLE 229 ONTOTEXT: BUSINESS OVERVIEW 241
TABLE 230 ONTOTEXT: SOLUTIONS OFFERED 241
TABLE 231 ONTOTEXT: PRODUCT LAUNCHES/ENHANCEMENTS 242
TABLE 232 ONTOTEXT: DEALS 242
12.2.13 OPENLINK SOFTWARE 243
TABLE 233 OPENLINK SOFTWARE: BUSINESS OVERVIEW 243
TABLE 234 OPENLINK SOFTWARE: SOLUTIONS OFFERED 244
TABLE 235 OPENLINK SOFTWARE: PRODUCT LAUNCHES/ENHANCEMENTS 244
12.2.14 DGRAPH LABS 245
TABLE 236 DGRAPH LABS: BUSINESS OVERVIEW 245
TABLE 237 DGRAPH LABS: SOLUTIONS OFFERED 245
TABLE 238 DGRAPH LABS: PRODUCT LAUNCHES/ENHANCEMENTS 246
TABLE 239 DGRAPH LABS: DEALS 246
12.2.15 TIBCO 247
TABLE 240 TIBCO: BUSINESS OVERVIEW 247
TABLE 241 TIBCO: SOLUTIONS OFFERED 247
TABLE 242 TIBCO: PRODUCT LAUNCHES/ENHANCEMENTS 248
TABLE 243 TIBCO: DEALS 248
12.2.16 TERADATA 249
TABLE 244 TERADATA: BUSINESS OVERVIEW 249
FIGURE 47 TERADATA: COMPANY SNAPSHOT 250
TABLE 245 TERADATA: SOLUTIONS OFFERED 250
12.2.17 REDIS LABS 251
TABLE 246 REDIS LABS: BUSINESS OVERVIEW 251
TABLE 247 REDIS LABS: SOLUTIONS OFFERED 251
TABLE 248 REDIS LABS: PRODUCT LAUNCHES/ENHANCEMENTS 252
TABLE 249 REDIS LABS: DEALS 252
*Details on Business overview, Products offered, Recent developments & MnM View might not be captured in case of unlisted companies.
12.3 OTHER KEY PLAYERS 253
12.3.1 OBJECTIVITY 253
12.3.2 GRAPHBASE 254
12.3.3 CAMBRIDGE SEMANTICS 255
12.3.4 BLAZEGRAPH 256
12.3.5 ECCENCA GMBH 257
12.3.6 BITNINE 258
12.3.7 ARANGODB 259
12.3.8 FLUREE 260
12.3.9 MEMGRAPH 261
12.3.10 GRAPH STORY 261
13 ADJACENT AND RELATED MARKETS 262
13.1 INTRODUCTION 262
13.2 CLOUD DATABASE AND DBAAS MARKET – GLOBAL FORECAST TO 2028 262
13.2.1 MARKET DEFINITION 262
13.2.2 MARKET OVERVIEW 262
13.2.2.1 Cloud database and DbaaS market, by component 262
TABLE 250 CLOUD DATABASE AND DBAAS MARKET, BY COMPONENT, 2018–2022 (USD MILLION) 262
TABLE 251 CLOUD DATABASE AND DBAAS MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 263
TABLE 252 CLOUD DATABASE AND DBAAS MARKET, BY SERVICE, 2018–2022 (USD MILLION) 263
TABLE 253 CLOUD DATABASE AND DBAAS MARKET, BY SERVICE, 2023–2028 (USD MILLION) 263
13.2.2.2 Cloud database and DbaaS market, by deployment model 263
TABLE 254 CLOUD DATABASE AND DBAAS MARKET, BY DEPLOYMENT MODEL, 2018–2022 (USD MILLION) 264
TABLE 255 CLOUD DATABASE AND DBAAS MARKET, BY DEPLOYMENT MODEL, 2023–2028 (USD MILLION) 264
13.2.2.3 Cloud database and DbaaS market, by organization size 264
TABLE 256 CLOUD DATABASE AND DBAAS MARKET, BY ORGANIZATION SIZE, 2018–2022 (USD MILLION) 264
TABLE 257 CLOUD DATABASE AND DBAAS MARKET, BY ORGANIZATION SIZE, 2023–2028 (USD MILLION) 265
13.2.2.4 Cloud database and DbaaS market, by vertical 265
TABLE 258 CLOUD DATABASE AND DBAAS MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 265
TABLE 259 CLOUD DATABASE AND DBAAS MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 266
13.2.2.5 Cloud database and DbaaS market, by region 266
TABLE 260 CLOUD DATABASE AND DBAAS MARKET, BY REGION, 2018–2022 (USD MILLION) 266
TABLE 261 CLOUD DATABASE AND DBAAS MARKET, BY REGION, 2023–2028 (USD MILLION) 267
13.3 GRAPH ANALYTICS MARKET – GLOBAL FORECAST TO 2024 267
13.3.1 MARKET DEFINITION 267
13.3.2 MARKET OVERVIEW 267
13.3.2.1 Graph analytics market, by component 267
TABLE 262 GRAPH ANALYTICS MARKET, BY COMPONENT, 2017–2024 (USD MILLION) 268
TABLE 263 SERVICES: GRAPH ANALYTICS MARKET, BY TYPE, 2017–2024 (USD MILLION) 268
13.3.2.2 Graph analytics market, by deployment mode 268
TABLE 264 GRAPH ANALYTICS MARKET, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION) 269
13.3.2.3 Cloud database and DbaaS market, by vertical 269
TABLE 265 GRAPH ANALYTICS MARKET, BY VERTICAL, 2017–2024 (USD MILLION) 269
13.3.2.4 Cloud database and DbaaS market, by region 270
TABLE 266 GRAPH ANALYTICS MARKET, BY REGION, 2017–2024 (USD MILLION) 270
14 APPENDIX 271
14.1 DISCUSSION GUIDE 271
14.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 275
14.3 CUSTOMIZATION OPTIONS 277
14.4 RELATED REPORTS 277
14.5 AUTHOR DETAILS 278