Global Graph Database Market 2024-2028

Best Price Guarantee	Length	Publisher	Published Date	SKU
from $2,500	154 Pages	TechNavio	July, 2024	INF19033874

Best Price Guarantee
Price	from $2,500
Length	154 Pages
Publisher	TechNavio
Published Date	July, 2024
SKU	INF19033874

Global Graph Database Market 2024-2028

The graph database market is forecasted to grow by USD 11812.7 mn during 2023-2028, accelerating at a CAGR of 24.4% during the forecast period. The report on the graph database market provides a holistic analysis, market size and forecast, trends, growth drivers, and challenges, as well as vendor analysis covering around 25 vendors.

The report offers an up-to-date analysis regarding the current market scenario, the latest trends and drivers, and the overall market environment. The market is driven by open knowledge network gaining popularity, increasing demand for connected data, and enhanced data modeling capabilities in graph database.

Technavio's graph database market is segmented as below:

By End-user

Large enterprises
SMEs

By Type

By Geographical Landscape

North America
Europe
APAC
South America
Middle East and Africa

This study identifies the increased demand for low-latency query as one of the prime reasons driving the graph database market growth during the next few years. Also, expansion of internet of things (iot) and connected devices and growing adoption of real-time analytics in graph database will lead to sizable demand in the market.

The report on the graph database market covers the following areas:

Graph database market sizing
Graph database market forecast
Graph database market industry analysis

The robust vendor analysis is designed to help clients improve their market position, and in line with this, this report provides a detailed analysis of several leading graph database market vendors that include Amazon.com Inc., ArangoDB Inc., DataStax Inc., Dgraph, Franz Inc, InfluxData Inc., JanusGraph , Memgraph Ltd, Microsoft Corp., Neo4j Inc., Ontotext USA Inc., Oracle Corp., Redis Ltd. , Stardog Union Inc., TigerGraph, and vesoft inc. Also, the graph database market analysis report includes information on upcoming trends and challenges that will influence market growth. This is to help companies strategize and leverage all forthcoming growth opportunities.

The study was conducted using an objective combination of primary and secondary information including inputs from key participants in the industry. The report contains a comprehensive market and vendor landscape in addition to an analysis of the key vendors.

The publisher presents a detailed picture of the market by the way of study, synthesis, and summation of data from multiple sources by an analysis of key parameters such as profit, pricing, competition, and promotions. It presents various market facets by identifying the key industry influencers. The data presented is comprehensive, reliable, and a result of extensive research - both primary and secondary. The market research reports provide a complete competitive landscape and an in-depth vendor selection methodology and analysis using qualitative and quantitative research to forecast the accurate market growth.

1 Executive Summary: 1.1 Market overview; Executive Summary - Chart on Market Overview; Executive Summary - Data Table on Market Overview; Executive Summary - Chart on Global Market Characteristics; Executive Summary - Chart on Market By Geographical Landscape; Executive Summary - Chart on Market Segmentation by End-user; Executive Summary - Chart on Market Segmentation by Type; Executive Summary - Chart on Incremental Growth; Executive Summary - Data Table on Incremental Growth; Executive Summary - Chart on Company Market Positioning
2 Market Landscape: 2.1 Market ecosystem; Parent Market; Data Table on - Parent Market; 2.2 Market characteristics; Market characteristics analysis; 2.3 Value chain analysis; Value Chain Analysis
3 Market Sizing: 3.1 Market definition; Offerings of companies included in the market definition; 3.2 Market segment analysis; Market segments; 3.3 Market size 2023; 3.4 Market outlook: Forecast for 2023-2028; Chart on Global - Market size and forecast 2023-2028 ($ million); Data Table on Global - Market size and forecast 2023-2028 ($ million); Chart on Global Market: Year-over-year growth 2023-2028 (%); Data Table on Global Market: Year-over-year growth 2023-2028 (%)
4 Historic Market Size: 4.1 Global Graph Database Market 2018 - 2022; Historic Market Size - Data Table on Global Graph Database Market 2018 - 2022 ($ million); 4.2 End-user segment analysis 2018 - 2022; Historic Market Size - End-user Segment 2018 - 2022 ($ million); 4.3 Type segment analysis 2018 - 2022; Historic Market Size - Type Segment 2018 - 2022 ($ million); 4.4 Geography segment analysis 2018 - 2022; Historic Market Size - Geography Segment 2018 - 2022 ($ million); 4.5 Country segment analysis 2018 - 2022; Historic Market Size - Country Segment 2018 - 2022 ($ million)
5 Five Forces Analysis: 5.1 Five forces summary; Five forces analysis - Comparison between 2023 and 2028; 5.2 Bargaining power of buyers; Bargaining power of buyers - Impact of key factors 2023 and 2028; 5.3 Bargaining power of suppliers; Bargaining power of suppliers - Impact of key factors in 2023 and 2028; 5.4 Threat of new entrants; Threat of new entrants - Impact of key factors in 2023 and 2028; 5.5 Threat of substitutes; Threat of substitutes - Impact of key factors in 2023 and 2028; 5.6 Threat of rivalry; Threat of rivalry - Impact of key factors in 2023 and 2028; 5.7 Market condition; Chart on Market condition - Five forces 2023 and 2028
6 Market Segmentation by End-user: 6.1 Market segments; Chart on End-user - Market share 2023-2028 (%); Data Table on End-user - Market share 2023-2028 (%); 6.2 Comparison by End-user; Chart on Comparison by End-user; Data Table on Comparison by End-user; 6.3 Large enterprises - Market size and forecast 2023-2028; Chart on Large enterprises - Market size and forecast 2023-2028 ($ million); Data Table on Large enterprises - Market size and forecast 2023-2028 ($ million); Chart on Large enterprises - Year-over-year growth 2023-2028 (%); Data Table on Large enterprises - Year-over-year growth 2023-2028 (%); 6.4 SMEs - Market size and forecast 2023-2028; Chart on SMEs - Market size and forecast 2023-2028 ($ million); Data Table on SMEs - Market size and forecast 2023-2028 ($ million); Chart on SMEs - Year-over-year growth 2023-2028 (%); Data Table on SMEs - Year-over-year growth 2023-2028 (%); 6.5 Market opportunity by End-user; Market opportunity by End-user ($ million); Data Table on Market opportunity by End-user ($ million)
7 Market Segmentation by Type: 7.1 Market segments; Chart on Type - Market share 2023-2028 (%); Data Table on Type - Market share 2023-2028 (%); 7.2 Comparison by Type; Chart on Comparison by Type; Data Table on Comparison by Type; 7.3 RDF - Market size and forecast 2023-2028; Chart on RDF - Market size and forecast 2023-2028 ($ million); Data Table on RDF - Market size and forecast 2023-2028 ($ million); Chart on RDF - Year-over-year growth 2023-2028 (%); Data Table on RDF - Year-over-year growth 2023-2028 (%); 7.4 LPG - Market size and forecast 2023-2028; Chart on LPG - Market size and forecast 2023-2028 ($ million); Data Table on LPG - Market size and forecast 2023-2028 ($ million); Chart on LPG - Year-over-year growth 2023-2028 (%); Data Table on LPG - Year-over-year growth 2023-2028 (%); 7.5 Market opportunity by Type; Market opportunity by Type ($ million); Data Table on Market opportunity by Type ($ million)
8 Customer Landscape: 8.1 Customer landscape overview; Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
9 Geographic Landscape: 9.1 Geographic segmentation; Chart on Market share By Geographical Landscape 2023-2028 (%); Data Table on Market share By Geographical Landscape 2023-2028 (%); 9.2 Geographic comparison; Chart on Geographic comparison; Data Table on Geographic comparison; 9.3 North America - Market size and forecast 2023-2028; Chart on North America - Market size and forecast 2023-2028 ($ million); Data Table on North America - Market size and forecast 2023-2028 ($ million); Chart on North America - Year-over-year growth 2023-2028 (%); Data Table on North America - Year-over-year growth 2023-2028 (%); 9.4 Europe - Market size and forecast 2023-2028; Chart on Europe - Market size and forecast 2023-2028 ($ million); Data Table on Europe - Market size and forecast 2023-2028 ($ million); Chart on Europe - Year-over-year growth 2023-2028 (%); Data Table on Europe - Year-over-year growth 2023-2028 (%); 9.5 APAC - Market size and forecast 2023-2028; Chart on APAC - Market size and forecast 2023-2028 ($ million); Data Table on APAC - Market size and forecast 2023-2028 ($ million); Chart on APAC - Year-over-year growth 2023-2028 (%); Data Table on APAC - Year-over-year growth 2023-2028 (%); 9.6 South America - Market size and forecast 2023-2028; Chart on South America - Market size and forecast 2023-2028 ($ million); Data Table on South America - Market size and forecast 2023-2028 ($ million); Chart on South America - Year-over-year growth 2023-2028 (%); Data Table on South America - Year-over-year growth 2023-2028 (%); 9.7 Middle East and Africa - Market size and forecast 2023-2028; Chart on Middle East and Africa - Market size and forecast 2023-2028 ($ million); Data Table on Middle East and Africa - Market size and forecast 2023-2028 ($ million); Chart on Middle East and Africa - Year-over-year growth 2023-2028 (%); Data Table on Middle East and Africa - Year-over-year growth 2023-2028 (%); 9.8 US - Market size and forecast 2023-2028; Chart on US - Market size and forecast 2023-2028 ($ million); Data Table on US - Market size and forecast 2023-2028 ($ million); Chart on US - Year-over-year growth 2023-2028 (%); Data Table on US - Year-over-year growth 2023-2028 (%); 9.9 China - Market size and forecast 2023-2028; Chart on China - Market size and forecast 2023-2028 ($ million); Data Table on China - Market size and forecast 2023-2028 ($ million); Chart on China - Year-over-year growth 2023-2028 (%); Data Table on China - Year-over-year growth 2023-2028 (%); 9.10 UK - Market size and forecast 2023-2028; Chart on UK - Market size and forecast 2023-2028 ($ million); Data Table on UK - Market size and forecast 2023-2028 ($ million); Chart on UK - Year-over-year growth 2023-2028 (%); Data Table on UK - Year-over-year growth 2023-2028 (%); 9.11 Germany - Market size and forecast 2023-2028; Chart on Germany - Market size and forecast 2023-2028 ($ million); Data Table on Germany - Market size and forecast 2023-2028 ($ million); Chart on Germany - Year-over-year growth 2023-2028 (%); Data Table on Germany - Year-over-year growth 2023-2028 (%); 9.12 France - Market size and forecast 2023-2028; Chart on France - Market size and forecast 2023-2028 ($ million); Data Table on France - Market size and forecast 2023-2028 ($ million); Chart on France - Year-over-year growth 2023-2028 (%); Data Table on France - Year-over-year growth 2023-2028 (%); 9.13 Market opportunity By Geographical Landscape; Market opportunity By Geographical Landscape ($ million); Data Tables on Market opportunity By Geographical Landscape ($ million)
10 Drivers, Challenges, and Opportunity/Restraints: 10.1 Market drivers; 10.2 Market challenges; 10.3 Impact of drivers and challenges; Impact of drivers and challenges in 2023 and 2028; 10.4 Market opportunities/restraints
11 Competitive Landscape: 11.1 Overview; 11.2 Competitive Landscape; Overview on criticality of inputs and factors of differentiation; 11.3 Landscape disruption; Overview on factors of disruption; 11.4 Industry risks; Impact of key risks on business
12 Competitive Analysis: 12.1 Companies profiled; Companies covered; 12.2 Market positioning of companies; Matrix on companies position and classification; 12.3 Amazon.com Inc.; Amazon.com Inc. - Overview; Amazon.com Inc. - Business segments; Amazon.com Inc. - Key news; Amazon.com Inc. - Key offerings; Amazon.com Inc. - Segment focus; 12.4 ArangoDB Inc.; ArangoDB Inc. - Overview; ArangoDB Inc. - Product / Service; ArangoDB Inc. - Key offerings; 12.5 DataStax Inc.; DataStax Inc. - Overview; DataStax Inc. - Product / Service; DataStax Inc. - Key offerings; 12.6 Dgraph; Dgraph - Overview; Dgraph - Product / Service; Dgraph - Key offerings; 12.7 Franz Inc; Franz Inc - Overview; Franz Inc - Product / Service; Franz Inc - Key offerings; 12.8 InfluxData Inc.; InfluxData Inc. - Overview; InfluxData Inc. - Product / Service; InfluxData Inc. - Key offerings; 12.9 Memgraph Ltd; Memgraph Ltd - Overview; Memgraph Ltd - Product / Service; Memgraph Ltd - Key offerings; 12.10 Microsoft Corp.; Microsoft Corp. - Overview; Microsoft Corp. - Business segments; Microsoft Corp. - Key news; Microsoft Corp. - Key offerings; Microsoft Corp. - Segment focus; 12.11 Neo4j Inc.; Neo4j Inc. - Overview; Neo4j Inc. - Product / Service; Neo4j Inc. - Key offerings; 12.12 Ontotext USA Inc.; Ontotext USA Inc. - Overview; Ontotext USA Inc. - Product / Service; Ontotext USA Inc. - Key offerings; 12.13 Oracle Corp.; Oracle Corp. - Overview; Oracle Corp. - Business segments; Oracle Corp. - Key news; Oracle Corp. - Key offerings; Oracle Corp. - Segment focus; 12.14 Redis Ltd.; Redis Ltd. - Overview; Redis Ltd. - Product / Service; Redis Ltd. - Key offerings; 12.15 Stardog Union Inc.; Stardog Union Inc. - Overview; Stardog Union Inc. - Product / Service; Stardog Union Inc. - Key offerings; 12.16 TigerGraph; TigerGraph - Overview; TigerGraph - Product / Service; TigerGraph - Key offerings; 12.17 vesoft inc; vesoft inc - Overview; vesoft inc - Product / Service; vesoft inc - Key offerings
13 Appendix: 13.1 Scope of the report; 13.2 Inclusions and exclusions checklist; Inclusions checklist; Exclusions checklist; 13.3 Currency conversion rates for US$; Currency conversion rates for US$; 13.4 Research methodology; Research methodology; 13.5 Data procurement; Information sources; 13.6 Data validation; Data validation; 13.7 Validation techniques employed for market sizing; Validation techniques employed for market sizing; 13.8 Data synthesis; Data synthesis; 13.9 360 degree market analysis; 360 degree market analysis; 13.10 List of abbreviations; List of abbreviations
Exhibits:: Exhibits1: Executive Summary - Chart on Market Overview; Exhibits2: Executive Summary - Data Table on Market Overview; Exhibits3: Executive Summary - Chart on Global Market Characteristics; Exhibits4: Executive Summary - Chart on Market By Geographical Landscape; Exhibits5: Executive Summary - Chart on Market Segmentation by End-user; Exhibits6: Executive Summary - Chart on Market Segmentation by Type; Exhibits7: Executive Summary - Chart on Incremental Growth; Exhibits8: Executive Summary - Data Table on Incremental Growth; Exhibits9: Executive Summary - Chart on Company Market Positioning; Exhibits10: Parent Market; Exhibits11: Data Table on - Parent Market; Exhibits12: Market characteristics analysis; Exhibits13: Value Chain Analysis; Exhibits14: Offerings of companies included in the market definition; Exhibits15: Market segments; Exhibits16: Chart on Global - Market size and forecast 2023-2028 ($ million); Exhibits17: Data Table on Global - Market size and forecast 2023-2028 ($ million); Exhibits18: Chart on Global Market: Year-over-year growth 2023-2028 (%); Exhibits19: Data Table on Global Market: Year-over-year growth 2023-2028 (%); Exhibits20: Historic Market Size - Data Table on Global Graph Database Market 2018 - 2022 ($ million); Exhibits21: Historic Market Size - End-user Segment 2018 - 2022 ($ million); Exhibits22: Historic Market Size - Type Segment 2018 - 2022 ($ million); Exhibits23: Historic Market Size - Geography Segment 2018 - 2022 ($ million); Exhibits24: Historic Market Size - Country Segment 2018 - 2022 ($ million); Exhibits25: Five forces analysis - Comparison between 2023 and 2028; Exhibits26: Bargaining power of buyers - Impact of key factors 2023 and 2028; Exhibits27: Bargaining power of suppliers - Impact of key factors in 2023 and 2028; Exhibits28: Threat of new entrants - Impact of key factors in 2023 and 2028; Exhibits29: Threat of substitutes - Impact of key factors in 2023 and 2028; Exhibits30: Threat of rivalry - Impact of key factors in 2023 and 2028; Exhibits31: Chart on Market condition - Five forces 2023 and 2028; Exhibits32: Chart on End-user - Market share 2023-2028 (%); Exhibits33: Data Table on End-user - Market share 2023-2028 (%); Exhibits34: Chart on Comparison by End-user; Exhibits35: Data Table on Comparison by End-user; Exhibits36: Chart on Large enterprises - Market size and forecast 2023-2028 ($ million); Exhibits37: Data Table on Large enterprises - Market size and forecast 2023-2028 ($ million); Exhibits38: Chart on Large enterprises - Year-over-year growth 2023-2028 (%); Exhibits39: Data Table on Large enterprises - Year-over-year growth 2023-2028 (%); Exhibits40: Chart on SMEs - Market size and forecast 2023-2028 ($ million); Exhibits41: Data Table on SMEs - Market size and forecast 2023-2028 ($ million); Exhibits42: Chart on SMEs - Year-over-year growth 2023-2028 (%); Exhibits43: Data Table on SMEs - Year-over-year growth 2023-2028 (%); Exhibits44: Market opportunity by End-user ($ million); Exhibits45: Data Table on Market opportunity by End-user ($ million); Exhibits46: Chart on Type - Market share 2023-2028 (%); Exhibits47: Data Table on Type - Market share 2023-2028 (%); Exhibits48: Chart on Comparison by Type; Exhibits49: Data Table on Comparison by Type; Exhibits50: Chart on RDF - Market size and forecast 2023-2028 ($ million); Exhibits51: Data Table on RDF - Market size and forecast 2023-2028 ($ million); Exhibits52: Chart on RDF - Year-over-year growth 2023-2028 (%); Exhibits53: Data Table on RDF - Year-over-year growth 2023-2028 (%); Exhibits54: Chart on LPG - Market size and forecast 2023-2028 ($ million); Exhibits55: Data Table on LPG - Market size and forecast 2023-2028 ($ million); Exhibits56: Chart on LPG - Year-over-year growth 2023-2028 (%); Exhibits57: Data Table on LPG - Year-over-year growth 2023-2028 (%); Exhibits58: Market opportunity by Type ($ million); Exhibits59: Data Table on Market opportunity by Type ($ million); Exhibits60: Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria; Exhibits61: Chart on Market share By Geographical Landscape 2023-2028 (%); Exhibits62: Data Table on Market share By Geographical Landscape 2023-2028 (%); Exhibits63: Chart on Geographic comparison; Exhibits64: Data Table on Geographic comparison; Exhibits65: Chart on North America - Market size and forecast 2023-2028 ($ million); Exhibits66: Data Table on North America - Market size and forecast 2023-2028 ($ million); Exhibits67: Chart on North America - Year-over-year growth 2023-2028 (%); Exhibits68: Data Table on North America - Year-over-year growth 2023-2028 (%); Exhibits69: Chart on Europe - Market size and forecast 2023-2028 ($ million); Exhibits70: Data Table on Europe - Market size and forecast 2023-2028 ($ million); Exhibits71: Chart on Europe - Year-over-year growth 2023-2028 (%); Exhibits72: Data Table on Europe - Year-over-year growth 2023-2028 (%); Exhibits73: Chart on APAC - Market size and forecast 2023-2028 ($ million); Exhibits74: Data Table on APAC - Market size and forecast 2023-2028 ($ million); Exhibits75: Chart on APAC - Year-over-year growth 2023-2028 (%); Exhibits76: Data Table on APAC - Year-over-year growth 2023-2028 (%); Exhibits77: Chart on South America - Market size and forecast 2023-2028 ($ million); Exhibits78: Data Table on South America - Market size and forecast 2023-2028 ($ million); Exhibits79: Chart on South America - Year-over-year growth 2023-2028 (%); Exhibits80: Data Table on South America - Year-over-year growth 2023-2028 (%); Exhibits81: Chart on Middle East and Africa - Market size and forecast 2023-2028 ($ million); Exhibits82: Data Table on Middle East and Africa - Market size and forecast 2023-2028 ($ million); Exhibits83: Chart on Middle East and Africa - Year-over-year growth 2023-2028 (%); Exhibits84: Data Table on Middle East and Africa - Year-over-year growth 2023-2028 (%); Exhibits85: Chart on US - Market size and forecast 2023-2028 ($ million); Exhibits86: Data Table on US - Market size and forecast 2023-2028 ($ million); Exhibits87: Chart on US - Year-over-year growth 2023-2028 (%); Exhibits88: Data Table on US - Year-over-year growth 2023-2028 (%); Exhibits89: Chart on China - Market size and forecast 2023-2028 ($ million); Exhibits90: Data Table on China - Market size and forecast 2023-2028 ($ million); Exhibits91: Chart on China - Year-over-year growth 2023-2028 (%); Exhibits92: Data Table on China - Year-over-year growth 2023-2028 (%); Exhibits93: Chart on UK - Market size and forecast 2023-2028 ($ million); Exhibits94: Data Table on UK - Market size and forecast 2023-2028 ($ million); Exhibits95: Chart on UK - Year-over-year growth 2023-2028 (%); Exhibits96: Data Table on UK - Year-over-year growth 2023-2028 (%); Exhibits97: Chart on Germany - Market size and forecast 2023-2028 ($ million); Exhibits98: Data Table on Germany - Market size and forecast 2023-2028 ($ million); Exhibits99: Chart on Germany - Year-over-year growth 2023-2028 (%); Exhibits100: Data Table on Germany - Year-over-year growth 2023-2028 (%); Exhibits101: Chart on France - Market size and forecast 2023-2028 ($ million); Exhibits102: Data Table on France - Market size and forecast 2023-2028 ($ million); Exhibits103: Chart on France - Year-over-year growth 2023-2028 (%); Exhibits104: Data Table on France - Year-over-year growth 2023-2028 (%); Exhibits105: Market opportunity By Geographical Landscape ($ million); Exhibits106: Data Tables on Market opportunity By Geographical Landscape ($ million); Exhibits107: Impact of drivers and challenges in 2023 and 2028; Exhibits108: Overview on criticality of inputs and factors of differentiation; Exhibits109: Overview on factors of disruption; Exhibits110: Impact of key risks on business; Exhibits111: Companies covered; Exhibits112: Matrix on companies position and classification; Exhibits113: Amazon.com Inc. - Overview; Exhibits114: Amazon.com Inc. - Business segments; Exhibits115: Amazon.com Inc. - Key news; Exhibits116: Amazon.com Inc. - Key offerings; Exhibits117: Amazon.com Inc. - Segment focus; Exhibits118: ArangoDB Inc. - Overview; Exhibits119: ArangoDB Inc. - Product / Service; Exhibits120: ArangoDB Inc. - Key offerings; Exhibits121: DataStax Inc. - Overview; Exhibits122: DataStax Inc. - Product / Service; Exhibits123: DataStax Inc. - Key offerings; Exhibits124: Dgraph - Overview; Exhibits125: Dgraph - Product / Service; Exhibits126: Dgraph - Key offerings; Exhibits127: Franz Inc - Overview; Exhibits128: Franz Inc - Product / Service; Exhibits129: Franz Inc - Key offerings; Exhibits130: InfluxData Inc. - Overview; Exhibits131: InfluxData Inc. - Product / Service; Exhibits132: InfluxData Inc. - Key offerings; Exhibits133: Memgraph Ltd - Overview; Exhibits134: Memgraph Ltd - Product / Service; Exhibits135: Memgraph Ltd - Key offerings; Exhibits136: Microsoft Corp. - Overview; Exhibits137: Microsoft Corp. - Business segments; Exhibits138: Microsoft Corp. - Key news; Exhibits139: Microsoft Corp. - Key offerings; Exhibits140: Microsoft Corp. - Segment focus; Exhibits141: Neo4j Inc. - Overview; Exhibits142: Neo4j Inc. - Product / Service; Exhibits143: Neo4j Inc. - Key offerings; Exhibits144: Ontotext USA Inc. - Overview; Exhibits145: Ontotext USA Inc. - Product / Service; Exhibits146: Ontotext USA Inc. - Key offerings; Exhibits147: Oracle Corp. - Overview; Exhibits148: Oracle Corp. - Business segments; Exhibits149: Oracle Corp. - Key news; Exhibits150: Oracle Corp. - Key offerings; Exhibits151: Oracle Corp. - Segment focus; Exhibits152: Redis Ltd. - Overview; Exhibits153: Redis Ltd. - Product / Service; Exhibits154: Redis Ltd. - Key offerings; Exhibits155: Stardog Union Inc. - Overview; Exhibits156: Stardog Union Inc. - Product / Service; Exhibits157: Stardog Union Inc. - Key offerings; Exhibits158: TigerGraph - Overview; Exhibits159: TigerGraph - Product / Service; Exhibits160: TigerGraph - Key offerings; Exhibits161: vesoft inc - Overview; Exhibits162: vesoft inc - Product / Service; Exhibits163: vesoft inc - Key offerings; Exhibits164: Inclusions checklist; Exhibits165: Exclusions checklist; Exhibits166: Currency conversion rates for US$; Exhibits167: Research methodology; Exhibits168: Information sources; Exhibits169: Data validation; Exhibits170: Validation techniques employed for market sizing; Exhibits171: Data synthesis; Exhibits172: 360 degree market analysis; Exhibits173: List of abbreviations