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Global Document Databases Market Research Report 2025
Published Date: September 2025
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Report Code: QYRE-Auto-1G6405
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Global Document Databases Market Insights and Forecast to 2028
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Global Document Databases Market Research Report 2025

Code: QYRE-Auto-1G6405
Report
September 2025
Pages:74
QYResearch
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DESCRIPTION
TABLE OF CONTENT
TABLES & FIGURES

Document Databases Market

The global market for Document Databases was valued at US$ million in the year 2024 and is projected to reach a revised size of US$ million by 2031, growing at a CAGR of %during the forecast period.
Earlier, every organization used relational databases which required a predefined schema to store data. Today, due to the increasing awareness of big data analytics and cloud, data has become an integral part of every organization. Everyday huge amount of data is created, distributed and collated to make a business decision. With the evolution of document databases, storing data and their manipulation became easy. It enables a user to store unstructured or semi-structured data easily in the form of records that describes the data in a document as well as the actual data.
Factors like ease of internet access, simplicity, speed and scalability of document databases are boosting the growth of the market. Also, most of the document databases are open-source, schema-less, and runs efficiently on clusters.
This report aims to provide a comprehensive presentation of the global market for Document Databases, with both quantitative and qualitative analysis, to help readers develop business/growth strategies, assess the market competitive situation, analyze their position in the current marketplace, and make informed business decisions regarding Document Databases.
The Document Databases market size, estimations, and forecasts are provided in terms of and revenue ($ millions), considering 2024 as the base year, with history and forecast data for the period from 2020 to 2031. This report segments the global Document Databases market comprehensively. Regional market sizes, concerning products by Type, by Application, and by players, are also provided.
For a more in-depth understanding of the market, the report provides profiles of the competitive landscape, key competitors, and their respective market ranks. The report also discusses technological trends and new product developments.
The report will help the Document Databases companies, new entrants, and industry chain related companies in this market with information on the revenues for the overall market and the sub-segments across the different segments, by company, by Type, by Application, and by regions.
Market Segmentation

Scope of Document Databases Market Report

Report Metric Details
Report Name Document Databases Market
Segment by Type
  • Key-Value
  • Column Oriented
  • Document Stored
  • Graph Based
Segment by Application
  • BFSI
  • Retail
  • IT
  • Government
  • Healthcare
  • Education
By Region
  • North America (United States, Canada)
  • Europe (Germany, France, UK, Italy, Russia) Rest of Europe
  • Nordic Countries
  • Asia-Pacific (China, Japan, South Korea)
  • Southeast Asia (India, Australia)
  • Rest of Asia
  • Latin America (Mexico, Brazil)
  • Rest of Latin America
  • Middle East & Africa (Turkey, Saudi Arabia, UAE, Rest of MEA)
By Company Couchbase, MongoDB, Amazon, MarkLogic, Aerospike, Neo Technology, Basho Technologies, DataStax, Oracle, MapR Technologies
Forecast units USD million in value
Report coverage Revenue and volume forecast, company share, competitive landscape, growth factors and trends

Chapter Outline

  • Chapter 1: Introduces the report scope of the report, executive summary of different market segments (by Type, by Application, etc), including the market size of each market segment, future development potential, and so on. It offers a high-level view of the current state of the market and its likely evolution in the short to mid-term, and long term.
  • Chapter 2: Introduces executive summary of global market size, regional market size, this section also introduces the market dynamics, latest developments of the market, the driving factors and restrictive factors of the market, the challenges and risks faced by companies in the industry, and the analysis of relevant policies in the industry.
  • Chapter 3: Detailed analysis of Document Databases company competitive landscape, revenue market share, latest development plan, merger, and acquisition information, etc.
  • Chapter 4: Provides the analysis of various market segments by Type, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different market segments.
  • Chapter 5: Provides the analysis of various market segments by Application, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different downstream markets.
  • Chapter 6, 7, 8, 9, 10: North America, Europe, Asia Pacific, Latin America, Middle East and Africa segment by country. It provides a quantitative analysis of the market size and development potential of each region and its main countries and introduces the market development, future development prospects, market space, and capacity of each country in the world.
  • Chapter 11: Provides profiles of key players, introducing the basic situation of the main companies in the market in detail, including product sales, revenue, price, gross margin, product introduction, recent development, etc.
  • Chapter 12: The main points and conclusions of the report.

FAQ for this report

Who are the main players in the Document Databases Market report?

Ans: The main players in the Document Databases Market are Couchbase, MongoDB, Amazon, MarkLogic, Aerospike, Neo Technology, Basho Technologies, DataStax, Oracle, MapR Technologies

What are the Application segmentation covered in the Document Databases Market report?

Ans: The Applications covered in the Document Databases Market report are BFSI, Retail, IT, Government, Healthcare, Education

What are the Type segmentation covered in the Document Databases Market report?

Ans: The Types covered in the Document Databases Market report are Key-Value, Column Oriented, Document Stored, Graph Based

1 Report Overview
1.1 Study Scope
1.2 Market Analysis by Type
1.2.1 Global Document Databases Market Size Growth Rate by Type: 2020 VS 2024 VS 2031
1.2.2 Key-Value
1.2.3 Column Oriented
1.2.4 Document Stored
1.2.5 Graph Based
1.3 Market by Application
1.3.1 Global Document Databases Market Growth by Application: 2020 VS 2024 VS 2031
1.3.2 BFSI
1.3.3 Retail
1.3.4 IT
1.3.5 Government
1.3.6 Healthcare
1.3.7 Education
1.4 Assumptions and Limitations
1.5 Study Objectives
1.6 Years Considered
2 Global Growth Trends
2.1 Global Document Databases Market Perspective (2020-2031)
2.2 Global Document Databases Growth Trends by Region
2.2.1 Global Document Databases Market Size by Region: 2020 VS 2024 VS 2031
2.2.2 Document Databases Historic Market Size by Region (2020-2025)
2.2.3 Document Databases Forecasted Market Size by Region (2026-2031)
2.3 Document Databases Market Dynamics
2.3.1 Document Databases Industry Trends
2.3.2 Document Databases Market Drivers
2.3.3 Document Databases Market Challenges
2.3.4 Document Databases Market Restraints
3 Competition Landscape by Key Players
3.1 Global Top Document Databases Players by Revenue
3.1.1 Global Top Document Databases Players by Revenue (2020-2025)
3.1.2 Global Document Databases Revenue Market Share by Players (2020-2025)
3.2 Global Document Databases Market Share by Company Type (Tier 1, Tier 2, and Tier 3)
3.3 Global Key Players Ranking by Document Databases Revenue
3.4 Global Document Databases Market Concentration Ratio
3.4.1 Global Document Databases Market Concentration Ratio (CR5 and HHI)
3.4.2 Global Top 10 and Top 5 Companies by Document Databases Revenue in 2024
3.5 Global Key Players of Document Databases Head office and Area Served
3.6 Global Key Players of Document Databases, Product and Application
3.7 Global Key Players of Document Databases, Date of Enter into This Industry
3.8 Mergers & Acquisitions, Expansion Plans
4 Document Databases Breakdown Data by Type
4.1 Global Document Databases Historic Market Size by Type (2020-2025)
4.2 Global Document Databases Forecasted Market Size by Type (2026-2031)
5 Document Databases Breakdown Data by Application
5.1 Global Document Databases Historic Market Size by Application (2020-2025)
5.2 Global Document Databases Forecasted Market Size by Application (2026-2031)
6 North America
6.1 North America Document Databases Market Size (2020-2031)
6.2 North America Document Databases Market Growth Rate by Country: 2020 VS 2024 VS 2031
6.3 North America Document Databases Market Size by Country (2020-2025)
6.4 North America Document Databases Market Size by Country (2026-2031)
6.5 United States
6.6 Canada
7 Europe
7.1 Europe Document Databases Market Size (2020-2031)
7.2 Europe Document Databases Market Growth Rate by Country: 2020 VS 2024 VS 2031
7.3 Europe Document Databases Market Size by Country (2020-2025)
7.4 Europe Document Databases Market Size by Country (2026-2031)
7.5 Germany
7.6 France
7.7 U.K.
7.8 Italy
7.9 Russia
7.10 Nordic Countries
8 Asia-Pacific
8.1 Asia-Pacific Document Databases Market Size (2020-2031)
8.2 Asia-Pacific Document Databases Market Growth Rate by Region: 2020 VS 2024 VS 2031
8.3 Asia-Pacific Document Databases Market Size by Region (2020-2025)
8.4 Asia-Pacific Document Databases Market Size by Region (2026-2031)
8.5 China
8.6 Japan
8.7 South Korea
8.8 Southeast Asia
8.9 India
8.10 Australia
9 Latin America
9.1 Latin America Document Databases Market Size (2020-2031)
9.2 Latin America Document Databases Market Growth Rate by Country: 2020 VS 2024 VS 2031
9.3 Latin America Document Databases Market Size by Country (2020-2025)
9.4 Latin America Document Databases Market Size by Country (2026-2031)
9.5 Mexico
9.6 Brazil
10 Middle East & Africa
10.1 Middle East & Africa Document Databases Market Size (2020-2031)
10.2 Middle East & Africa Document Databases Market Growth Rate by Country: 2020 VS 2024 VS 2031
10.3 Middle East & Africa Document Databases Market Size by Country (2020-2025)
10.4 Middle East & Africa Document Databases Market Size by Country (2026-2031)
10.5 Turkey
10.6 Saudi Arabia
10.7 UAE
11 Key Players Profiles
11.1 Couchbase
11.1.1 Couchbase Company Details
11.1.2 Couchbase Business Overview
11.1.3 Couchbase Document Databases Introduction
11.1.4 Couchbase Revenue in Document Databases Business (2020-2025)
11.1.5 Couchbase Recent Development
11.2 MongoDB
11.2.1 MongoDB Company Details
11.2.2 MongoDB Business Overview
11.2.3 MongoDB Document Databases Introduction
11.2.4 MongoDB Revenue in Document Databases Business (2020-2025)
11.2.5 MongoDB Recent Development
11.3 Amazon
11.3.1 Amazon Company Details
11.3.2 Amazon Business Overview
11.3.3 Amazon Document Databases Introduction
11.3.4 Amazon Revenue in Document Databases Business (2020-2025)
11.3.5 Amazon Recent Development
11.4 MarkLogic
11.4.1 MarkLogic Company Details
11.4.2 MarkLogic Business Overview
11.4.3 MarkLogic Document Databases Introduction
11.4.4 MarkLogic Revenue in Document Databases Business (2020-2025)
11.4.5 MarkLogic Recent Development
11.5 Aerospike
11.5.1 Aerospike Company Details
11.5.2 Aerospike Business Overview
11.5.3 Aerospike Document Databases Introduction
11.5.4 Aerospike Revenue in Document Databases Business (2020-2025)
11.5.5 Aerospike Recent Development
11.6 Neo Technology
11.6.1 Neo Technology Company Details
11.6.2 Neo Technology Business Overview
11.6.3 Neo Technology Document Databases Introduction
11.6.4 Neo Technology Revenue in Document Databases Business (2020-2025)
11.6.5 Neo Technology Recent Development
11.7 Basho Technologies
11.7.1 Basho Technologies Company Details
11.7.2 Basho Technologies Business Overview
11.7.3 Basho Technologies Document Databases Introduction
11.7.4 Basho Technologies Revenue in Document Databases Business (2020-2025)
11.7.5 Basho Technologies Recent Development
11.8 DataStax
11.8.1 DataStax Company Details
11.8.2 DataStax Business Overview
11.8.3 DataStax Document Databases Introduction
11.8.4 DataStax Revenue in Document Databases Business (2020-2025)
11.8.5 DataStax Recent Development
11.9 Oracle
11.9.1 Oracle Company Details
11.9.2 Oracle Business Overview
11.9.3 Oracle Document Databases Introduction
11.9.4 Oracle Revenue in Document Databases Business (2020-2025)
11.9.5 Oracle Recent Development
11.10 MapR Technologies
11.10.1 MapR Technologies Company Details
11.10.2 MapR Technologies Business Overview
11.10.3 MapR Technologies Document Databases Introduction
11.10.4 MapR Technologies Revenue in Document Databases Business (2020-2025)
11.10.5 MapR Technologies Recent Development
12 Analyst's Viewpoints/Conclusions
13 Appendix
13.1 Research Methodology
13.1.1 Methodology/Research Approach
13.1.1.1 Research Programs/Design
13.1.1.2 Market Size Estimation
13.1.1.3 Market Breakdown and Data Triangulation
13.1.2 Data Source
13.1.2.1 Secondary Sources
13.1.2.2 Primary Sources
13.2 Author Details
13.3 Disclaimer
List of Tables
 Table 1. Global Document Databases Market Size Growth Rate by Type (US$ Million): 2020 VS 2024 VS 2031
 Table 2. Key Players of Key-Value
 Table 3. Key Players of Column Oriented
 Table 4. Key Players of Document Stored
 Table 5. Key Players of Graph Based
 Table 6. Global Document Databases Market Size Growth by Application (US$ Million): 2020 VS 2024 VS 2031
 Table 7. Global Document Databases Market Size by Region (US$ Million): 2020 VS 2024 VS 2031
 Table 8. Global Document Databases Market Size by Region (2020-2025) & (US$ Million)
 Table 9. Global Document Databases Market Share by Region (2020-2025)
 Table 10. Global Document Databases Forecasted Market Size by Region (2026-2031) & (US$ Million)
 Table 11. Global Document Databases Market Share by Region (2026-2031)
 Table 12. Document Databases Market Trends
 Table 13. Document Databases Market Drivers
 Table 14. Document Databases Market Challenges
 Table 15. Document Databases Market Restraints
 Table 16. Global Document Databases Revenue by Players (2020-2025) & (US$ Million)
 Table 17. Global Document Databases Market Share by Players (2020-2025)
 Table 18. Global Top Document Databases Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Document Databases as of 2024)
 Table 19. Ranking of Global Top Document Databases Companies by Revenue (US$ Million) in 2024
 Table 20. Global 5 Largest Players Market Share by Document Databases Revenue (CR5 and HHI) & (2020-2025)
 Table 21. Global Key Players of Document Databases, Headquarters and Area Served
 Table 22. Global Key Players of Document Databases, Product and Application
 Table 23. Global Key Players of Document Databases, Date of Enter into This Industry
 Table 24. Mergers & Acquisitions, Expansion Plans
 Table 25. Global Document Databases Market Size by Type (2020-2025) & (US$ Million)
 Table 26. Global Document Databases Revenue Market Share by Type (2020-2025)
 Table 27. Global Document Databases Forecasted Market Size by Type (2026-2031) & (US$ Million)
 Table 28. Global Document Databases Revenue Market Share by Type (2026-2031)
 Table 29. Global Document Databases Market Size by Application (2020-2025) & (US$ Million)
 Table 30. Global Document Databases Revenue Market Share by Application (2020-2025)
 Table 31. Global Document Databases Forecasted Market Size by Application (2026-2031) & (US$ Million)
 Table 32. Global Document Databases Revenue Market Share by Application (2026-2031)
 Table 33. North America Document Databases Market Size Growth Rate by Country (US$ Million): 2020 VS 2024 VS 2031
 Table 34. North America Document Databases Market Size by Country (2020-2025) & (US$ Million)
 Table 35. North America Document Databases Market Size by Country (2026-2031) & (US$ Million)
 Table 36. Europe Document Databases Market Size Growth Rate by Country (US$ Million): 2020 VS 2024 VS 2031
 Table 37. Europe Document Databases Market Size by Country (2020-2025) & (US$ Million)
 Table 38. Europe Document Databases Market Size by Country (2026-2031) & (US$ Million)
 Table 39. Asia-Pacific Document Databases Market Size Growth Rate by Region (US$ Million): 2020 VS 2024 VS 2031
 Table 40. Asia-Pacific Document Databases Market Size by Region (2020-2025) & (US$ Million)
 Table 41. Asia-Pacific Document Databases Market Size by Region (2026-2031) & (US$ Million)
 Table 42. Latin America Document Databases Market Size Growth Rate by Country (US$ Million): 2020 VS 2024 VS 2031
 Table 43. Latin America Document Databases Market Size by Country (2020-2025) & (US$ Million)
 Table 44. Latin America Document Databases Market Size by Country (2026-2031) & (US$ Million)
 Table 45. Middle East & Africa Document Databases Market Size Growth Rate by Country (US$ Million): 2020 VS 2024 VS 2031
 Table 46. Middle East & Africa Document Databases Market Size by Country (2020-2025) & (US$ Million)
 Table 47. Middle East & Africa Document Databases Market Size by Country (2026-2031) & (US$ Million)
 Table 48. Couchbase Company Details
 Table 49. Couchbase Business Overview
 Table 50. Couchbase Document Databases Product
 Table 51. Couchbase Revenue in Document Databases Business (2020-2025) & (US$ Million)
 Table 52. Couchbase Recent Development
 Table 53. MongoDB Company Details
 Table 54. MongoDB Business Overview
 Table 55. MongoDB Document Databases Product
 Table 56. MongoDB Revenue in Document Databases Business (2020-2025) & (US$ Million)
 Table 57. MongoDB Recent Development
 Table 58. Amazon Company Details
 Table 59. Amazon Business Overview
 Table 60. Amazon Document Databases Product
 Table 61. Amazon Revenue in Document Databases Business (2020-2025) & (US$ Million)
 Table 62. Amazon Recent Development
 Table 63. MarkLogic Company Details
 Table 64. MarkLogic Business Overview
 Table 65. MarkLogic Document Databases Product
 Table 66. MarkLogic Revenue in Document Databases Business (2020-2025) & (US$ Million)
 Table 67. MarkLogic Recent Development
 Table 68. Aerospike Company Details
 Table 69. Aerospike Business Overview
 Table 70. Aerospike Document Databases Product
 Table 71. Aerospike Revenue in Document Databases Business (2020-2025) & (US$ Million)
 Table 72. Aerospike Recent Development
 Table 73. Neo Technology Company Details
 Table 74. Neo Technology Business Overview
 Table 75. Neo Technology Document Databases Product
 Table 76. Neo Technology Revenue in Document Databases Business (2020-2025) & (US$ Million)
 Table 77. Neo Technology Recent Development
 Table 78. Basho Technologies Company Details
 Table 79. Basho Technologies Business Overview
 Table 80. Basho Technologies Document Databases Product
 Table 81. Basho Technologies Revenue in Document Databases Business (2020-2025) & (US$ Million)
 Table 82. Basho Technologies Recent Development
 Table 83. DataStax Company Details
 Table 84. DataStax Business Overview
 Table 85. DataStax Document Databases Product
 Table 86. DataStax Revenue in Document Databases Business (2020-2025) & (US$ Million)
 Table 87. DataStax Recent Development
 Table 88. Oracle Company Details
 Table 89. Oracle Business Overview
 Table 90. Oracle Document Databases Product
 Table 91. Oracle Revenue in Document Databases Business (2020-2025) & (US$ Million)
 Table 92. Oracle Recent Development
 Table 93. MapR Technologies Company Details
 Table 94. MapR Technologies Business Overview
 Table 95. MapR Technologies Document Databases Product
 Table 96. MapR Technologies Revenue in Document Databases Business (2020-2025) & (US$ Million)
 Table 97. MapR Technologies Recent Development
 Table 98. Research Programs/Design for This Report
 Table 99. Key Data Information from Secondary Sources
 Table 100. Key Data Information from Primary Sources
 Table 101. Authors List of This Report


List of Figures
 Figure 1. Document Databases Picture
 Figure 2. Global Document Databases Market Size Comparison by Type (2020-2031) & (US$ Million)
 Figure 3. Global Document Databases Market Share by Type: 2024 VS 2031
 Figure 4. Key-Value Features
 Figure 5. Column Oriented Features
 Figure 6. Document Stored Features
 Figure 7. Graph Based Features
 Figure 8. Global Document Databases Market Size by Application (2020-2031) & (US$ Million)
 Figure 9. Global Document Databases Market Share by Application: 2024 VS 2031
 Figure 10. BFSI Case Studies
 Figure 11. Retail Case Studies
 Figure 12. IT Case Studies
 Figure 13. Government Case Studies
 Figure 14. Healthcare Case Studies
 Figure 15. Education Case Studies
 Figure 16. Document Databases Report Years Considered
 Figure 17. Global Document Databases Market Size (US$ Million), Year-over-Year: 2020-2031
 Figure 18. Global Document Databases Market Size, (US$ Million), 2020 VS 2024 VS 2031
 Figure 19. Global Document Databases Market Share by Region: 2024 VS 2031
 Figure 20. Global Document Databases Market Share by Players in 2024
 Figure 21. Global Top Document Databases Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Document Databases as of 2024)
 Figure 22. The Top 10 and 5 Players Market Share by Document Databases Revenue in 2024
 Figure 23. North America Document Databases Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 24. North America Document Databases Market Share by Country (2020-2031)
 Figure 25. United States Document Databases Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 26. Canada Document Databases Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 27. Europe Document Databases Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 28. Europe Document Databases Market Share by Country (2020-2031)
 Figure 29. Germany Document Databases Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 30. France Document Databases Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 31. U.K. Document Databases Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 32. Italy Document Databases Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 33. Russia Document Databases Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 34. Nordic Countries Document Databases Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 35. Asia-Pacific Document Databases Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 36. Asia-Pacific Document Databases Market Share by Region (2020-2031)
 Figure 37. China Document Databases Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 38. Japan Document Databases Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 39. South Korea Document Databases Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 40. Southeast Asia Document Databases Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 41. India Document Databases Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 42. Australia Document Databases Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 43. Latin America Document Databases Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 44. Latin America Document Databases Market Share by Country (2020-2031)
 Figure 45. Mexico Document Databases Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 46. Brazil Document Databases Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 47. Middle East & Africa Document Databases Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 48. Middle East & Africa Document Databases Market Share by Country (2020-2031)
 Figure 49. Turkey Document Databases Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 50. Saudi Arabia Document Databases Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 51. UAE Document Databases Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 52. Couchbase Revenue Growth Rate in Document Databases Business (2020-2025)
 Figure 53. MongoDB Revenue Growth Rate in Document Databases Business (2020-2025)
 Figure 54. Amazon Revenue Growth Rate in Document Databases Business (2020-2025)
 Figure 55. MarkLogic Revenue Growth Rate in Document Databases Business (2020-2025)
 Figure 56. Aerospike Revenue Growth Rate in Document Databases Business (2020-2025)
 Figure 57. Neo Technology Revenue Growth Rate in Document Databases Business (2020-2025)
 Figure 58. Basho Technologies Revenue Growth Rate in Document Databases Business (2020-2025)
 Figure 59. DataStax Revenue Growth Rate in Document Databases Business (2020-2025)
 Figure 60. Oracle Revenue Growth Rate in Document Databases Business (2020-2025)
 Figure 61. MapR Technologies Revenue Growth Rate in Document Databases Business (2020-2025)
 Figure 62. Bottom-up and Top-down Approaches for This Report
 Figure 63. Data Triangulation
 Figure 64. Key Executives Interviewed
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