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Graph Database Market: Global Industry Trends, Share, Size, Growth, Opportunity and Forecast 2023-2028

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    Report

  • 144 Pages
  • June 2023
  • Region: Global
  • IMARC Group
  • ID: 5577929
The global graph database market size reached US$ 1.4 Billion in 2022. Looking forward, the publisher expects the market to reach US$ 4.8 Billion by 2028, exhibiting a growth rate (CAGR) of 21.2% during 2023-2028.

A graph database is a database wherein the data model conforms to a graph, network, or link structure. It stores data in collections of nodes and edges instead of columns and rows. It currently finds extensive applications in customer analytics, recommendation engines, master data management, identity and access management, and fraud detection and risk management worldwide.

Graph Database Market Trends:

The rising usage of graph database solutions in different industry verticals, such as retail, information technology (IT), telecommunications, manufacturing, transportation, and banking, financial services and insurance (BFSI), represents one of the key factors propelling the market growth. Moreover, these solutions are used in smart grids as they are optimized for graph data models. They are also utilized in supply chain management, data mining of social media data, and sales to determine interconnections between the online actions of a customer. Apart from this, graph database solutions are inherently flexible, and graphs can be extended with new vertices and edge types with ease. Besides this, they assist in avoiding the generation and replication of many tables, thereby reducing complexity in a database and enhancing data accessibility. In addition, they have a competitive advantage over traditional database solutions in terms of indexing, computing power, storage, and querying. This, coupled with the growing adoption of artificial intelligence (AI) based graph database tools and services around the world, is driving the market. Furthermore, healthcare systems based on graph database solutions provide a holistic and unified view of health data, which helps doctors diagnose and predict diseases quickly. This, along with the increasing reliance on cloud computing technology, is catalyzing the demand for graph database solutions across the globe.

Key Market Segmentation:

The publisher provides an analysis of the key trends in each sub-segment of the global graph database market report, along with forecasts at the global, regional and country level from 2023-2028. Our report has categorized the market based on component, type of database, analysis type, deployment model, application and industry vertical.

Breakup by Component:

  • Software
  • Services

Breakup by Type of Database:

  • Relational (SQL)
  • Non-Relational (NoSQL)

Breakup by Analysis Type:

  • Path Analysis
  • Connectivity Analysis
  • Community Analysis
  • Centrality Analysis

Breakup by Deployment Model:

  • On-premises
  • Cloud-based

Breakup by Application:

  • Fraud Detection and Risk Management
  • Master Data Management
  • Customer Analytics
  • Identity and Access Management
  • Recommendation Engine
  • Privacy and Risk Compliance
  • Others

Breakup by Industry Vertical:

  • BFSI
  • Retail and E-Commerce
  • IT and Telecom
  • Healthcare and Life Science
  • Government and Public Sector
  • Media and Entertainment
  • Manufacturing
  • Transportation and Logistics
  • Others

Breakup by Region:

North America

  • United States
  • Canada

Asia-Pacific

  • China
  • Japan
  • India
  • South Korea
  • Australia
  • Indonesia
  • Others

Europe

  • Germany
  • France
  • United Kingdom
  • Italy
  • Spain
  • Russia
  • Others

Latin America

  • Brazil
  • Mexico
  • Others

Middle East and Africa


Competitive Landscape:

The competitive landscape of the industry has also been examined along with the profiles of the key players being Amazon Web Services Inc. (Amazon.com Inc.), Datastax Inc., Franz Inc., International Business Machines Corporation, Marklogic Corporation, Microsoft Corporation, Neo4j Inc., Objectivity Inc., Oracle Corporation, Stardog Union, Tibco Software Inc. and Tigergraph Inc.

Key Questions Answered in This Report

1. What was the size of the global graph database market in 2022?
2. What is the expected growth rate of the global graph database market during 2023-2028?
3. What are the key factors driving the global graph database market?
4. What has been the impact of COVID-19 on the global graph database market?
5. What is the breakup of the global graph database market based on the component?
6. What is the breakup of the global graph database market based on the type of database?
7. What is the breakup of the global graph database market based on the analysis type?
8. What is the breakup of the global graph database market based on the deployment model?
9. What is the breakup of the global graph database market based on the industry vertical?
10. What are the key regions in the global graph database market?
11. Who are the key players/companies in the global graph database market?

Table of Contents

1 Preface
2 Scope and Methodology
2.1 Objectives of the Study
2.2 Stakeholders
2.3 Data Sources
2.3.1 Primary Sources
2.3.2 Secondary Sources
2.4 Market Estimation
2.4.1 Bottom-Up Approach
2.4.2 Top-Down Approach
2.5 Forecasting Methodology
3 Executive Summary
4 Introduction
4.1 Overview
4.2 Key Industry Trends
5 Global Graph Database Market
5.1 Market Overview
5.2 Market Performance
5.3 Impact of COVID-19
5.4 Market Forecast
6 Market Breakup by Component
6.1 Software
6.1.1 Market Trends
6.1.2 Market Forecast
6.2 Services
6.2.1 Market Trends
6.2.2 Market Forecast
7 Market Breakup by Type of Database
7.1 Relational (SQL)
7.1.1 Market Trends
7.1.2 Market Forecast
7.2 Non-Relational (NoSQL)
7.2.1 Market Trends
7.2.2 Market Forecast
8 Market Breakup by Analysis Type
8.1 Path Analysis
8.1.1 Market Trends
8.1.2 Market Forecast
8.2 Connectivity Analysis
8.2.1 Market Trends
8.2.2 Market Forecast
8.3 Community Analysis
8.3.1 Market Trends
8.3.2 Market Forecast
8.4 Centrality Analysis
8.4.1 Market Trends
8.4.2 Market Forecast
9 Market Breakup by Deployment Model
9.1 On-premises
9.1.1 Market Trends
9.1.2 Market Forecast
9.2 Cloud-based
9.2.1 Market Trends
9.2.2 Market Forecast
10 Market Breakup by Application
10.1 Fraud Detection and Risk Management
10.1.1 Market Trends
10.1.2 Market Forecast
10.2 Master Data Management
10.2.1 Market Trends
10.2.2 Market Forecast
10.3 Customer Analytics
10.3.1 Market Trends
10.3.2 Market Forecast
10.4 Identity and Access Management
10.4.1 Market Trends
10.4.2 Market Forecast
10.5 Recommendation Engine
10.5.1 Market Trends
10.5.2 Market Forecast
10.6 Privacy and Risk Compliance
10.6.1 Market Trends
10.6.2 Market Forecast
10.7 Others
10.7.1 Market Trends
10.7.2 Market Forecast
11 Market Breakup by Industry Vertical
11.1 BFSI
11.1.1 Market Trends
11.1.2 Market Forecast
11.2 Retail and E-Commerce
11.2.1 Market Trends
11.2.2 Market Forecast
11.3 IT and Telecom
11.3.1 Market Trends
11.3.2 Market Forecast
11.4 Healthcare and Life Science
11.4.1 Market Trends
11.4.2 Market Forecast
11.5 Government and Public Sector
11.5.1 Market Trends
11.5.2 Market Forecast
11.6 Media and Entertainment
11.6.1 Market Trends
11.6.2 Market Forecast
11.7 Manufacturing
11.7.1 Market Trends
11.7.2 Market Forecast
11.8 Transportation and Logistics
11.8.1 Market Trends
11.8.2 Market Forecast
11.9 Others
11.9.1 Market Trends
11.9.2 Market Forecast
12 Market Breakup by Region
12.1 North America
12.1.1 United States
12.1.1.1 Market Trends
12.1.1.2 Market Forecast
12.1.2 Canada
12.1.2.1 Market Trends
12.1.2.2 Market Forecast
12.2 Asia-Pacific
12.2.1 China
12.2.1.1 Market Trends
12.2.1.2 Market Forecast
12.2.2 Japan
12.2.2.1 Market Trends
12.2.2.2 Market Forecast
12.2.3 India
12.2.3.1 Market Trends
12.2.3.2 Market Forecast
12.2.4 South Korea
12.2.4.1 Market Trends
12.2.4.2 Market Forecast
12.2.5 Australia
12.2.5.1 Market Trends
12.2.5.2 Market Forecast
12.2.6 Indonesia
12.2.6.1 Market Trends
12.2.6.2 Market Forecast
12.2.7 Others
12.2.7.1 Market Trends
12.2.7.2 Market Forecast
12.3 Europe
12.3.1 Germany
12.3.1.1 Market Trends
12.3.1.2 Market Forecast
12.3.2 France
12.3.2.1 Market Trends
12.3.2.2 Market Forecast
12.3.3 United Kingdom
12.3.3.1 Market Trends
12.3.3.2 Market Forecast
12.3.4 Italy
12.3.4.1 Market Trends
12.3.4.2 Market Forecast
12.3.5 Spain
12.3.5.1 Market Trends
12.3.5.2 Market Forecast
12.3.6 Russia
12.3.6.1 Market Trends
12.3.6.2 Market Forecast
12.3.7 Others
12.3.7.1 Market Trends
12.3.7.2 Market Forecast
12.4 Latin America
12.4.1 Brazil
12.4.1.1 Market Trends
12.4.1.2 Market Forecast
12.4.2 Mexico
12.4.2.1 Market Trends
12.4.2.2 Market Forecast
12.4.3 Others
12.4.3.1 Market Trends
12.4.3.2 Market Forecast
12.5 Middle East and Africa
12.5.1 Market Trends
12.5.2 Market Breakup by Country
12.5.3 Market Forecast
13 SWOT Analysis
13.1 Overview
13.2 Strengths
13.3 Weaknesses
13.4 Opportunities
13.5 Threats
14 Value Chain Analysis
15 Porters Five Forces Analysis
15.1 Overview
15.2 Bargaining Power of Buyers
15.3 Bargaining Power of Suppliers
15.4 Degree of Competition
15.5 Threat of New Entrants
15.6 Threat of Substitutes
16 Price Analysis
17 Competitive Landscape
17.1 Market Structure
17.2 Key Players
17.3 Profiles of Key Players
17.3.1 Amazon Web Services Inc. (Amazon.com Inc.)
17.3.1.1 Company Overview
17.3.1.2 Product Portfolio
17.3.1.3 SWOT Analysis
17.3.2 Datastax Inc.
17.3.2.1 Company Overview
17.3.2.2 Product Portfolio
17.3.3 Franz Inc.
17.3.3.1 Company Overview
17.3.3.2 Product Portfolio
17.3.4 International Business Machines Corporation
17.3.4.1 Company Overview
17.3.4.2 Product Portfolio
17.3.4.3 Financials
17.3.4.4 SWOT Analysis
17.3.5 Marklogic Corporation
17.3.5.1 Company Overview
17.3.5.2 Product Portfolio
17.3.6 Microsoft Corporation
17.3.6.1 Company Overview
17.3.6.2 Product Portfolio
17.3.6.3 Financials
17.3.6.4 SWOT Analysis
17.3.7 Neo4j Inc.
17.3.7.1 Company Overview
17.3.7.2 Product Portfolio
17.3.8 Objectivity Inc.
17.3.8.1 Company Overview
17.3.8.2 Product Portfolio
17.3.9 Oracle Corporation
17.3.9.1 Company Overview
17.3.9.2 Product Portfolio
17.3.9.3 Financials
17.3.9.4 SWOT Analysis
17.3.10 Stardog Union
17.3.10.1 Company Overview
17.3.10.2 Product Portfolio
17.3.11 Tibco Software Inc.
17.3.11.1 Company Overview
17.3.11.2 Product Portfolio
17.3.11.3 SWOT Analysis
17.3.12 Tigergraph Inc.
17.3.12.1 Company Overview
17.3.12.2 Product Portfolio
List of Figures
Figure 1: Global: Graph Database Market: Major Drivers and Challenges
Figure 2: Global: Graph Database Market: Sales Value (in Billion US$), 2017-2022
Figure 3: Global: Graph Database Market Forecast: Sales Value (in Billion US$), 2023-2028
Figure 4: Global: Graph Database Market: Breakup by Component (in %), 2022
Figure 5: Global: Graph Database Market: Breakup by Type of Database (in %), 2022
Figure 6: Global: Graph Database Market: Breakup by Analysis Type (in %), 2022
Figure 7: Global: Graph Database Market: Breakup by Deployment Model (in %), 2022
Figure 8: Global: Graph Database Market: Breakup by Application (in %), 2022
Figure 9: Global: Graph Database Market: Breakup by Industry Vertical (in %), 2022
Figure 10: Global: Graph Database Market: Breakup by Region (in %), 2022
Figure 11: Global: Graph Database (Software) Market: Sales Value (in Million US$), 2017 & 2022
Figure 12: Global: Graph Database (Software) Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 13: Global: Graph Database (Services) Market: Sales Value (in Million US$), 2017 & 2022
Figure 14: Global: Graph Database (Services) Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 15: Global: Graph Database (Relational (SQL)) Market: Sales Value (in Million US$), 2017 & 2022
Figure 16: Global: Graph Database (Relational (SQL)) Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 17: Global: Graph Database (Non-Relational (NoSQL)) Market: Sales Value (in Million US$), 2017 & 2022
Figure 18: Global: Graph Database (Non-Relational (NoSQL)) Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 19: Global: Graph Database (Path Analysis) Market: Sales Value (in Million US$), 2017 & 2022
Figure 20: Global: Graph Database (Path Analysis) Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 21: Global: Graph Database (Connectivity Analysis) Market: Sales Value (in Million US$), 2017 & 2022
Figure 22: Global: Graph Database (Connectivity Analysis) Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 23: Global: Graph Database (Community Analysis) Market: Sales Value (in Million US$), 2017 & 2022
Figure 24: Global: Graph Database (Community Analysis) Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 25: Global: Graph Database (Centrality Analysis) Market: Sales Value (in Million US$), 2017 & 2022
Figure 26: Global: Graph Database (Centrality Analysis) Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 27: Global: Graph Database (On-premises) Market: Sales Value (in Million US$), 2017 & 2022
Figure 28: Global: Graph Database (On-premises) Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 29: Global: Graph Database (Cloud-based) Market: Sales Value (in Million US$), 2017 & 2022
Figure 30: Global: Graph Database (Cloud-based) Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 31: Global: Graph Database (Fraud Detection and Risk Management) Market: Sales Value (in Million US$), 2017 & 2022
Figure 32: Global: Graph Database (Fraud Detection and Risk Management) Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 33: Global: Graph Database (Master Data Management) Market: Sales Value (in Million US$), 2017 & 2022
Figure 34: Global: Graph Database (Master Data Management) Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 35: Global: Graph Database (Customer Analytics) Market: Sales Value (in Million US$), 2017 & 2022
Figure 36: Global: Graph Database (Customer Analytics) Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 37: Global: Graph Database (Identity and Access Management) Market: Sales Value (in Million US$), 2017 & 2022
Figure 38: Global: Graph Database (Identity and Access Management) Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 39: Global: Graph Database (Recommendation Engine) Market: Sales Value (in Million US$), 2017 & 2022
Figure 40: Global: Graph Database (Recommendation Engine) Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 41: Global: Graph Database (Privacy and Risk Compliance) Market: Sales Value (in Million US$), 2017 & 2022
Figure 42: Global: Graph Database (Privacy and Risk Compliance) Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 43: Global: Graph Database (Other Applications) Market: Sales Value (in Million US$), 2017 & 2022
Figure 44: Global: Graph Database (Other Applications) Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 45: Global: Graph Database (BFSI) Market: Sales Value (in Million US$), 2017 & 2022
Figure 46: Global: Graph Database (BFSI) Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 47: Global: Graph Database (Retail and E-Commerce) Market: Sales Value (in Million US$), 2017 & 2022
Figure 48: Global: Graph Database (Retail and E-Commerce) Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 49: Global: Graph Database (IT and Telecom) Market: Sales Value (in Million US$), 2017 & 2022
Figure 50: Global: Graph Database (IT and Telecom) Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 51: Global: Graph Database (Healthcare and Life Science) Market: Sales Value (in Million US$), 2017 & 2022
Figure 52: Global: Graph Database (Healthcare and Life Science) Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 53: Global: Graph Database (Government and Public Sector) Market: Sales Value (in Million US$), 2017 & 2022
Figure 54: Global: Graph Database (Government and Public Sector) Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 55: Global: Graph Database (Media and Entertainment) Market: Sales Value (in Million US$), 2017 & 2022
Figure 56: Global: Graph Database (Media and Entertainment) Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 57: Global: Graph Database (Manufacturing) Market: Sales Value (in Million US$), 2017 & 2022
Figure 58: Global: Graph Database (Manufacturing) Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 59: Global: Graph Database (Transportation and Logistics) Market: Sales Value (in Million US$), 2017 & 2022
Figure 60: Global: Graph Database (Transportation and Logistics) Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 61: Global: Graph Database (Other Industry Verticals) Market: Sales Value (in Million US$), 2017 & 2022
Figure 62: Global: Graph Database (Other Industry Verticals) Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 63: North America: Graph Database Market: Sales Value (in Million US$), 2017 & 2022
Figure 64: North America: Graph Database Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 65: United States: Graph Database Market: Sales Value (in Million US$), 2017 & 2022
Figure 66: United States: Graph Database Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 67: Canada: Graph Database Market: Sales Value (in Million US$), 2017 & 2022
Figure 68: Canada: Graph Database Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 69: Asia-Pacific: Graph Database Market: Sales Value (in Million US$), 2017 & 2022
Figure 70: Asia-Pacific: Graph Database Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 71: China: Graph Database Market: Sales Value (in Million US$), 2017 & 2022
Figure 72: China: Graph Database Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 73: Japan: Graph Database Market: Sales Value (in Million US$), 2017 & 2022
Figure 74: Japan: Graph Database Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 75: India: Graph Database Market: Sales Value (in Million US$), 2017 & 2022
Figure 76: India: Graph Database Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 77: South Korea: Graph Database Market: Sales Value (in Million US$), 2017 & 2022
Figure 78: South Korea: Graph Database Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 79: Australia: Graph Database Market: Sales Value (in Million US$), 2017 & 2022
Figure 80: Australia: Graph Database Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 81: Indonesia: Graph Database Market: Sales Value (in Million US$), 2017 & 2022
Figure 82: Indonesia: Graph Database Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 83: Others: Graph Database Market: Sales Value (in Million US$), 2017 & 2022
Figure 84: Others: Graph Database Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 85: Europe: Graph Database Market: Sales Value (in Million US$), 2017 & 2022
Figure 86: Europe: Graph Database Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 87: Germany: Graph Database Market: Sales Value (in Million US$), 2017 & 2022
Figure 88: Germany: Graph Database Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 89: France: Graph Database Market: Sales Value (in Million US$), 2017 & 2022
Figure 90: France: Graph Database Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 91: United Kingdom: Graph Database Market: Sales Value (in Million US$), 2017 & 2022
Figure 92: United Kingdom: Graph Database Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 93: Italy: Graph Database Market: Sales Value (in Million US$), 2017 & 2022
Figure 94: Italy: Graph Database Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 95: Spain: Graph Database Market: Sales Value (in Million US$), 2017 & 2022
Figure 96: Spain: Graph Database Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 97: Russia: Graph Database Market: Sales Value (in Million US$), 2017 & 2022
Figure 98: Russia: Graph Database Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 99: Others: Graph Database Market: Sales Value (in Million US$), 2017 & 2022
Figure 100: Others: Graph Database Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 101: Latin America: Graph Database Market: Sales Value (in Million US$), 2017 & 2022
Figure 102: Latin America: Graph Database Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 103: Brazil: Graph Database Market: Sales Value (in Million US$), 2017 & 2022
Figure 104: Brazil: Graph Database Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 105: Mexico: Graph Database Market: Sales Value (in Million US$), 2017 & 2022
Figure 106: Mexico: Graph Database Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 107: Others: Graph Database Market: Sales Value (in Million US$), 2017 & 2022
Figure 108: Others: Graph Database Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 109: Middle East and Africa: Graph Database Market: Sales Value (in Million US$), 2017 & 2022
Figure 110: Middle East and Africa: Graph Database Market: Breakup by Country (in %), 2022
Figure 111: Middle East and Africa: Graph Database Market Forecast: Sales Value (in Million US$), 2023-2028
Figure 112: Global: Graph Database Industry: SWOT Analysis
Figure 113: Global: Graph Database Industry: Value Chain Analysis
Figure 114: Global: Graph Database Industry: Porter's Five Forces Analysis
List of Tables
Table 1: Global: Graph Database Market: Key Industry Highlights, 2022 and 2028
Table 2: Global: Graph Database Market Forecast: Breakup by Component (in Million US$), 2023-2028
Table 3: Global: Graph Database Market Forecast: Breakup by Type of Database (in Million US$), 2023-2028
Table 4: Global: Graph Database Market Forecast: Breakup by Analysis Type (in Million US$), 2023-2028
Table 5: Global: Graph Database Market Forecast: Breakup by Deployment Model (in Million US$), 2023-2028
Table 6: Global: Graph Database Market Forecast: Breakup by Application (in Million US$), 2023-2028
Table 7: Global: Graph Database Market Forecast: Breakup by Industry Vertical (in Million US$), 2023-2028
Table 8: Global: Graph Database Market Forecast: Breakup by Region (in Million US$), 2023-2028
Table 9: Global: Graph Database Market: Competitive Structure
Table 10: Global: Graph Database Market: Key Players

Companies Mentioned

  • Amazon Web Services Inc. (Amazon.com Inc.)
  • Datastax Inc.
  • Franz Inc.
  • International Business Machines Corporation
  • Marklogic Corporation
  • Microsoft Corporation
  • Neo4j Inc.
  • Objectivity Inc.
  • Oracle Corporation
  • Stardog Union
  • Tibco Software Inc.
  • Tigergraph Inc.

Methodology

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Table Information