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Global Metadata Management Tools Market Report, History and Forecast 2017-2028, Breakdown Data by Companies, Key Regions, Types and Application
Published Date: September 2022
|
Report Code: QYRE-Auto-39V12013
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Global Metadata Management Tools Market Report History and Forecast 2017 2028 Breakdown Data by Companies Key Regions Types and Application
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Global Metadata Management Tools Market Report, History and Forecast 2017-2028, Breakdown Data by Companies, Key Regions, Types and Application

Code: QYRE-Auto-39V12013
Report
September 2022
Pages:113
QYResearch
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DESCRIPTION
TABLE OF CONTENT
TABLES & FIGURES
Metadata management involves managing metadata about other data, whereby this "other data" is generally referred to as content data. The term is used most often in relation to digital media, but older forms of metadata are catalogs, dictionaries, and taxonomies.
Market Analysis and Insights: Global Metadata Management Tools Market
The research report studies the Metadata Management Tools market using different methodologies and analyzes to provide accurate and in-depth information about the market. For a clearer understanding, it is divided into several parts to cover different aspects of the market. Each area is then elaborated to help the reader comprehend the growth potential of each region and its contribution to the global market. The researchers have used primary and secondary methodologies to collate the information in the report. They have also used the same data to generate the current market scenario. This report is aimed at guiding people towards an apprehensive, better, and clearer knowledge of the market.

Due to the COVID-19 pandemic, the global Metadata Management Tools market size is estimated to be worth US$ million in 2021 and is forecast to a readjusted size of US$ million by 2028 with a CAGR of % during the forecast period 2022-2028.

The global main companies of Metadata Management Tools include Oracle, SAP, IBM, Informatica, ASG Technologies, GTOne, MarkLogic, Alteryx and TIBCO Software, etc. In 2021, the global six largest players have a share approximately % in terms of revenue.
The North America Metadata Management Tools market is estimated at US$ million in 2021, while China is forecast to reach US$ million by 2028. The proportion of the China is % in 2021 and it is predicted that the share will reach % in 2028, trailing a CAGR of % through the analysis period 2022-2028. As for the Europe Metadata Management Tools landscape, Germany is projected to reach US$ million by 2028. and in Asia, the notable markets are Japan and South Korea, CAGR is % and % respectively for the next 6-year period.

Cloud-based accounting for % of the Metadata Management Tools global market in 2021, is projected to value US$ million by 2028, growing at a revised % CAGR from 2022 to 2028.

While BSFI segment is altered to an % CAGR throughout this forecast period and will hold a share about % in 2028.
Global Metadata Management Tools Scope and Segment
The global Metadata Management Tools market is segmented by company, region (country), by Type and by Application. Players, stakeholders, and other participants in the global Metadata Management Tools market will be able to gain the upper hand as they use the report as a powerful resource. The segmental analysis focuses on revenue and forecast by region (country), by Type, and by Application for the period 2017-2028.

Segment by Type

Cloud-based
On-premise

Segment by Application

BSFI
Retail
Medical
Media
Others

BY REGION

North America
United States
Canada
Europe
Germany
France
U.K.
Italy
Russia
Asia-Pacific
China
Japan
South Korea
India
Australia
China Taiwan
Indonesia
Thailand
Malaysia
Latin America
Mexico
Brazil
Argentina
Colombia
Middle East & Africa
Turkey
Saudi Arabia
UAE

BY COMPANY

Oracle
SAP
IBM
Informatica
ASG Technologies
GTOne
MarkLogic
Alteryx
TIBCO Software
Capgemini
Collibra
erwin
Alation
Adaptive
Atlan
1 Market Overview of Metadata Management Tools
1.1 Metadata Management Tools Market Overview
1.1.1 Metadata Management Tools Product Scope
1.1.2 Metadata Management Tools Market Status and Outlook
1.2 Global Metadata Management Tools Market Size Overview by Region 2017 VS 2021 VS 2028
1.3 Global Metadata Management Tools Market Size by Region (2017-2028)
1.4 Global Metadata Management Tools Historic Market Size by Region (2017-2022)
1.5 Global Metadata Management Tools Market Size Forecast by Region (2023-2028)
1.6 Key Regions, Metadata Management Tools Market Size (2017-2028)
1.6.1 North America Metadata Management Tools Market Size (2017-2028)
1.6.2 Europe Metadata Management Tools Market Size (2017-2028)
1.6.3 Asia-Pacific Metadata Management Tools Market Size (2017-2028)
1.6.4 Latin America Metadata Management Tools Market Size (2017-2028)
1.6.5 Middle East & Africa Metadata Management Tools Market Size (2017-2028)
2 Metadata Management Tools Market Overview by Type
2.1 Global Metadata Management Tools Market Size by Type: 2017 VS 2021 VS 2028
2.2 Global Metadata Management Tools Historic Market Size by Type (2017-2022)
2.3 Global Metadata Management Tools Forecasted Market Size by Type (2023-2028)
2.4 Cloud-based
2.5 On-premise
3 Metadata Management Tools Market Overview by Application
3.1 Global Metadata Management Tools Market Size by Application: 2017 VS 2021 VS 2028
3.2 Global Metadata Management Tools Historic Market Size by Application (2017-2022)
3.3 Global Metadata Management Tools Forecasted Market Size by Application (2023-2028)
3.4 BSFI
3.5 Retail
3.6 Medical
3.7 Media
3.8 Others
4 Metadata Management Tools Competition Analysis by Players
4.1 Global Metadata Management Tools Market Size by Players (2017-2022)
4.2 Global Top Players by Company Type (Tier 1, Tier 2 and Tier 3) & (based on the Revenue in Metadata Management Tools as of 2021)
4.3 Date of Key Players Enter into Metadata Management Tools Market
4.4 Global Top Players Metadata Management Tools Headquarters and Area Served
4.5 Key Players Metadata Management Tools Product Solution and Service
4.6 Competitive Status
4.6.1 Metadata Management Tools Market Concentration Rate
4.6.2 Mergers & Acquisitions, Expansion Plans
5 Company (Top Players) Profiles and Key Data
5.1 Oracle
5.1.1 Oracle Profile
5.1.2 Oracle Main Business
5.1.3 Oracle Metadata Management Tools Products, Services and Solutions
5.1.4 Oracle Metadata Management Tools Revenue (US$ Million) & (2017-2022)
5.1.5 Oracle Recent Developments
5.2 SAP
5.2.1 SAP Profile
5.2.2 SAP Main Business
5.2.3 SAP Metadata Management Tools Products, Services and Solutions
5.2.4 SAP Metadata Management Tools Revenue (US$ Million) & (2017-2022)
5.2.5 SAP Recent Developments
5.3 IBM
5.3.1 IBM Profile
5.3.2 IBM Main Business
5.3.3 IBM Metadata Management Tools Products, Services and Solutions
5.3.4 IBM Metadata Management Tools Revenue (US$ Million) & (2017-2022)
5.3.5 Informatica Recent Developments
5.4 Informatica
5.4.1 Informatica Profile
5.4.2 Informatica Main Business
5.4.3 Informatica Metadata Management Tools Products, Services and Solutions
5.4.4 Informatica Metadata Management Tools Revenue (US$ Million) & (2017-2022)
5.4.5 Informatica Recent Developments
5.5 ASG Technologies
5.5.1 ASG Technologies Profile
5.5.2 ASG Technologies Main Business
5.5.3 ASG Technologies Metadata Management Tools Products, Services and Solutions
5.5.4 ASG Technologies Metadata Management Tools Revenue (US$ Million) & (2017-2022)
5.5.5 ASG Technologies Recent Developments
5.6 GTOne
5.6.1 GTOne Profile
5.6.2 GTOne Main Business
5.6.3 GTOne Metadata Management Tools Products, Services and Solutions
5.6.4 GTOne Metadata Management Tools Revenue (US$ Million) & (2017-2022)
5.6.5 GTOne Recent Developments
5.7 MarkLogic
5.7.1 MarkLogic Profile
5.7.2 MarkLogic Main Business
5.7.3 MarkLogic Metadata Management Tools Products, Services and Solutions
5.7.4 MarkLogic Metadata Management Tools Revenue (US$ Million) & (2017-2022)
5.7.5 MarkLogic Recent Developments
5.8 Alteryx
5.8.1 Alteryx Profile
5.8.2 Alteryx Main Business
5.8.3 Alteryx Metadata Management Tools Products, Services and Solutions
5.8.4 Alteryx Metadata Management Tools Revenue (US$ Million) & (2017-2022)
5.8.5 Alteryx Recent Developments
5.9 TIBCO Software
5.9.1 TIBCO Software Profile
5.9.2 TIBCO Software Main Business
5.9.3 TIBCO Software Metadata Management Tools Products, Services and Solutions
5.9.4 TIBCO Software Metadata Management Tools Revenue (US$ Million) & (2017-2022)
5.9.5 TIBCO Software Recent Developments
5.10 Capgemini
5.10.1 Capgemini Profile
5.10.2 Capgemini Main Business
5.10.3 Capgemini Metadata Management Tools Products, Services and Solutions
5.10.4 Capgemini Metadata Management Tools Revenue (US$ Million) & (2017-2022)
5.10.5 Capgemini Recent Developments
5.11 Collibra
5.11.1 Collibra Profile
5.11.2 Collibra Main Business
5.11.3 Collibra Metadata Management Tools Products, Services and Solutions
5.11.4 Collibra Metadata Management Tools Revenue (US$ Million) & (2017-2022)
5.11.5 Collibra Recent Developments
5.12 erwin
5.12.1 erwin Profile
5.12.2 erwin Main Business
5.12.3 erwin Metadata Management Tools Products, Services and Solutions
5.12.4 erwin Metadata Management Tools Revenue (US$ Million) & (2017-2022)
5.12.5 erwin Recent Developments
5.13 Alation
5.13.1 Alation Profile
5.13.2 Alation Main Business
5.13.3 Alation Metadata Management Tools Products, Services and Solutions
5.13.4 Alation Metadata Management Tools Revenue (US$ Million) & (2017-2022)
5.13.5 Alation Recent Developments
5.14 Adaptive
5.14.1 Adaptive Profile
5.14.2 Adaptive Main Business
5.14.3 Adaptive Metadata Management Tools Products, Services and Solutions
5.14.4 Adaptive Metadata Management Tools Revenue (US$ Million) & (2017-2022)
5.14.5 Adaptive Recent Developments
5.15 Atlan
5.15.1 Atlan Profile
5.15.2 Atlan Main Business
5.15.3 Atlan Metadata Management Tools Products, Services and Solutions
5.15.4 Atlan Metadata Management Tools Revenue (US$ Million) & (2017-2022)
5.15.5 Atlan Recent Developments
6 North America
6.1 North America Metadata Management Tools Market Size by Country (2017-2028)
6.2 United States
6.3 Canada
7 Europe
7.1 Europe Metadata Management Tools Market Size by Country (2017-2028)
7.2 Germany
7.3 France
7.4 U.K.
7.5 Italy
7.6 Russia
8 Asia-Pacific
8.1 Asia-Pacific Metadata Management Tools Market Size by Region (2017-2028)
8.2 China
8.3 Japan
8.4 South Korea
8.5 India
8.6 Australia
8.7 China Taiwan
8.8 Indonesia
9 Latin America
9.1 Latin America Metadata Management Tools Market Size by Country (2017-2028)
9.2 Mexico
9.3 Brazil
9.4 Argentina
10 Middle East & Africa
10.1 Middle East & Africa Metadata Management Tools Market Size by Country (2017-2028)
10.2 Turkey
10.3 Saudi Arabia
10.4 UAE
11 Metadata Management Tools Market Dynamics
11.1 Metadata Management Tools Industry Trends
11.2 Metadata Management Tools Market Drivers
11.3 Metadata Management Tools Market Challenges
11.4 Metadata Management Tools Market Restraints
12 Research Finding /Conclusion
13 Methodology and Data Source
13.1 Methodology/Research Approach
13.1.1 Research Programs/Design
13.1.2 Market Size Estimation
13.1.3 Market Breakdown and Data Triangulation
13.2 Data Source
13.2.1 Secondary Sources
13.2.2 Primary Sources
13.3 Disclaimer
13.4 Author List
List of Tables
    Table 1. Global Market Metadata Management Tools Market Size (US$ Million) Comparison by Region 2017 VS 2021 VS 2028
    Table 2. Global Metadata Management Tools Market Size by Region (2017-2022) & (US$ Million)
    Table 3. Global Metadata Management Tools Market Size Share by Region (2017-2022)
    Table 4. Global Metadata Management Tools Forecasted Market Size by Region (2023-2028) & (US$ Million)
    Table 5. Global Metadata Management Tools Forecasted Market Size Share by Region (2023-2028)
    Table 6. Global Metadata Management Tools Market Size (US$ Million) by Type: 2017 VS 2021 VS 2028
    Table 7. Global Metadata Management Tools Market Size by Type (2017-2022) & (US$ Million)
    Table 8. Global Metadata Management Tools Revenue Market Share by Type (2017-2022)
    Table 9. Global Metadata Management Tools Forecasted Market Size by Type (2023-2028) & (US$ Million)
    Table 10. Global Metadata Management Tools Revenue Market Share by Type (2023-2028)
    Table 11. Global Metadata Management Tools Market Size (US$ Million) by Application: 2017 VS 2021 VS 2028
    Table 12. Global Metadata Management Tools Market Size by Application (2017-2022) & (US$ Million)
    Table 13. Global Metadata Management Tools Revenue Market Share by Application (2017-2022)
    Table 14. Global Metadata Management Tools Forecasted Market Size by Application (2023-2028) & (US$ Million)
    Table 15. Global Metadata Management Tools Revenue Market Share by Application (2023-2028)
    Table 16. Global Metadata Management Tools Revenue (US$ Million) by Players (2017-2022)
    Table 17. Global Metadata Management Tools Revenue Market Share by Players (2017-2022)
    Table 18. Global Top Players Market Share by Company Type (Tier 1, Tier 2 and Tier 3) & (based on the Revenue in Metadata Management Tools as of 2021)
    Table 19. Date of Key Players Enter into Metadata Management Tools Market
    Table 20. Global Metadata Management Tools Top Players Headquarters and Area Served
    Table 21. Metadata Management Tools Product Solution and Service
    Table 22. Global Metadata Management Tools Players Market Concentration Ratio (CR5 and HHI)
    Table 23. Mergers & Acquisitions, Expansion Plans
    Table 24. Oracle Basic Information List
    Table 25. Oracle Description and Business Overview
    Table 26. Oracle Metadata Management Tools Products, Services and Solutions
    Table 27. Revenue (US$ Million) in Metadata Management Tools Business of Oracle (2017-2022)
    Table 28. Oracle Recent Developments
    Table 29. SAP Basic Information List
    Table 30. SAP Description and Business Overview
    Table 31. SAP Metadata Management Tools Products, Services and Solutions
    Table 32. Revenue (US$ Million) in Metadata Management Tools Business of SAP (2017-2022)
    Table 33. SAP Recent Developments
    Table 34. IBM Basic Information List
    Table 35. IBM Description and Business Overview
    Table 36. IBM Metadata Management Tools Products, Services and Solutions
    Table 37. Revenue (US$ Million) in Metadata Management Tools Business of IBM (2017-2022)
    Table 38. IBM Recent Developments
    Table 39. Informatica Basic Information List
    Table 40. Informatica Description and Business Overview
    Table 41. Informatica Metadata Management Tools Products, Services and Solutions
    Table 42. Revenue (US$ Million) in Metadata Management Tools Business of Informatica (2017-2022)
    Table 43. Informatica Recent Developments
    Table 44. ASG Technologies Basic Information List
    Table 45. ASG Technologies Description and Business Overview
    Table 46. ASG Technologies Metadata Management Tools Products, Services and Solutions
    Table 47. Revenue (US$ Million) in Metadata Management Tools Business of ASG Technologies (2017-2022)
    Table 48. ASG Technologies Recent Developments
    Table 49. GTOne Basic Information List
    Table 50. GTOne Description and Business Overview
    Table 51. GTOne Metadata Management Tools Products, Services and Solutions
    Table 52. Revenue (US$ Million) in Metadata Management Tools Business of GTOne (2017-2022)
    Table 53. GTOne Recent Developments
    Table 54. MarkLogic Basic Information List
    Table 55. MarkLogic Description and Business Overview
    Table 56. MarkLogic Metadata Management Tools Products, Services and Solutions
    Table 57. Revenue (US$ Million) in Metadata Management Tools Business of MarkLogic (2017-2022)
    Table 58. MarkLogic Recent Developments
    Table 59. Alteryx Basic Information List
    Table 60. Alteryx Description and Business Overview
    Table 61. Alteryx Metadata Management Tools Products, Services and Solutions
    Table 62. Revenue (US$ Million) in Metadata Management Tools Business of Alteryx (2017-2022)
    Table 63. Alteryx Recent Developments
    Table 64. TIBCO Software Basic Information List
    Table 65. TIBCO Software Description and Business Overview
    Table 66. TIBCO Software Metadata Management Tools Products, Services and Solutions
    Table 67. Revenue (US$ Million) in Metadata Management Tools Business of TIBCO Software (2017-2022)
    Table 68. TIBCO Software Recent Developments
    Table 69. Capgemini Basic Information List
    Table 70. Capgemini Description and Business Overview
    Table 71. Capgemini Metadata Management Tools Products, Services and Solutions
    Table 72. Revenue (US$ Million) in Metadata Management Tools Business of Capgemini (2017-2022)
    Table 73. Capgemini Recent Developments
    Table 74. Collibra Basic Information List
    Table 75. Collibra Description and Business Overview
    Table 76. Collibra Metadata Management Tools Products, Services and Solutions
    Table 77. Revenue (US$ Million) in Metadata Management Tools Business of Collibra (2017-2022)
    Table 78. Collibra Recent Developments
    Table 79. erwin Basic Information List
    Table 80. erwin Description and Business Overview
    Table 81. erwin Metadata Management Tools Products, Services and Solutions
    Table 82. Revenue (US$ Million) in Metadata Management Tools Business of erwin (2017-2022)
    Table 83. erwin Recent Developments
    Table 84. Alation Basic Information List
    Table 85. Alation Description and Business Overview
    Table 86. Alation Metadata Management Tools Products, Services and Solutions
    Table 87. Revenue (US$ Million) in Metadata Management Tools Business of Alation (2017-2022)
    Table 88. Alation Recent Developments
    Table 89. Adaptive Basic Information List
    Table 90. Adaptive Description and Business Overview
    Table 91. Adaptive Metadata Management Tools Products, Services and Solutions
    Table 92. Revenue (US$ Million) in Metadata Management Tools Business of Adaptive (2017-2022)
    Table 93. Adaptive Recent Developments
    Table 94. Atlan Basic Information List
    Table 95. Atlan Description and Business Overview
    Table 96. Atlan Metadata Management Tools Products, Services and Solutions
    Table 97. Revenue (US$ Million) in Metadata Management Tools Business of Atlan (2017-2022)
    Table 98. Atlan Recent Developments
    Table 99. North America Metadata Management Tools Market Size by Country (2017-2022) & (US$ Million)
    Table 100. North America Metadata Management Tools Market Size by Country (2023-2028) & (US$ Million)
    Table 101. Europe Metadata Management Tools Market Size by Country (2017-2022) & (US$ Million)
    Table 102. Europe Metadata Management Tools Market Size by Country (2023-2028) & (US$ Million)
    Table 103. Asia-Pacific Metadata Management Tools Market Size by Region (2017-2022) & (US$ Million)
    Table 104. Asia-Pacific Metadata Management Tools Market Size by Region (2023-2028) & (US$ Million)
    Table 105. Asia-Pacific Metadata Management Tools Market Share by Region (2017-2022)
    Table 106. Asia-Pacific Metadata Management Tools Market Share by Region (2023-2028)
    Table 107. Latin America Metadata Management Tools Market Size by Country (2017-2022) & (US$ Million)
    Table 108. Latin America Metadata Management Tools Market Size by Country (2023-2028) & (US$ Million)
    Table 109. Middle East & Africa Metadata Management Tools Market Size by Country (2017-2022) & (US$ Million)
    Table 110. Middle East & Africa Metadata Management Tools Market Size by Country (2023-2028) & (US$ Million)
    Table 111. Metadata Management Tools Market Trends
    Table 112. Metadata Management Tools Market Drivers
    Table 113. Metadata Management Tools Market Challenges
    Table 114. Metadata Management Tools Market Restraints
    Table 115. Research Programs/Design for This Report
    Table 116. Key Data Information from Secondary Sources
    Table 117. Key Data Information from Primary Sources
List of Figures
    Figure 1. Global Metadata Management Tools Market Size Year-over-Year 2017-2028 & (US$ Million)
    Figure 2. Global Metadata Management Tools Market Size (US$ Million), 2017 VS 2021 VS 2028
    Figure 3. Global Metadata Management Tools Market Share by Regions: 2021 VS 2028
    Figure 4. Global Metadata Management Tools Forecasted Market Size Share by Region (2023-2028)
    Figure 5. North America Metadata Management Tools Market Size Growth Rate (2017-2028) & (US$ Million)
    Figure 6. Europe Metadata Management Tools Market Size Growth Rate (2017-2028) & (US$ Million)
    Figure 7. Asia-Pacific Metadata Management Tools Market Size Growth Rate (2017-2028) & (US$ Million)
    Figure 8. Latin America Metadata Management Tools Market Size Growth Rate (2017-2028) & (US$ Million)
    Figure 9. Middle East & Africa Metadata Management Tools Market Size Growth Rate (2017-2028) & (US$ Million)
    Figure 10. Global Metadata Management Tools Market Size Share by Type in 2021 & 2028
    Figure 11. Cloud-based Market Size (US$ Million) & YoY Growth (2017-2028)
    Figure 12. On-premise Market Size (US$ Million) & YoY Growth (2017-2028)
    Figure 13. Global Metadata Management Tools Market Size Share by Application in 2021 & 2028
    Figure 14. BSFI Market Size (US$ Million) & YoY Growth (2017-2028)
    Figure 15. Retail Market Size (US$ Million) & YoY Growth (2017-2028)
    Figure 16. Medical Market Size (US$ Million) & YoY Growth (2017-2028)
    Figure 17. Media Market Size (US$ Million) & YoY Growth (2017-2028)
    Figure 18. Others Market Size (US$ Million) & YoY Growth (2017-2028)
    Figure 19. Metadata Management Tools Market Share by Company Type (Tier 1, Tier 2 and Tier 3): 2017 VS 2021
    Figure 20. Global Top 5 and Top 10 Players Metadata Management Tools Market Share in 2021
    Figure 21. North America Metadata Management Tools Market Share by Country (2017-2028)
    Figure 22. United States Metadata Management Tools Market Size (2017-2028) & (US$ Million)
    Figure 23. Canada Metadata Management Tools Market Size (2017-2028) & (US$ Million)
    Figure 24. Germany Metadata Management Tools Market Size (2017-2028) & (US$ Million)
    Figure 25. France Metadata Management Tools Market Size (2017-2028) & (US$ Million)
    Figure 26. U.K. Metadata Management Tools Market Size (2017-2028) & (US$ Million)
    Figure 27. Italy Metadata Management Tools Market Size (2017-2028) & (US$ Million)
    Figure 28. Russia Metadata Management Tools Market Size (2017-2028) & (US$ Million)
    Figure 29. Asia-Pacific Metadata Management Tools Market Share by Region (2017-2028)
    Figure 30. China Metadata Management Tools Market Size (2017-2028) & (US$ Million)
    Figure 31. Japan Metadata Management Tools Market Size (2017-2028) & (US$ Million)
    Figure 32. South Korea Metadata Management Tools Market Size (2017-2028) & (US$ Million)
    Figure 33. India Metadata Management Tools Market Size (2017-2028) & (US$ Million)
    Figure 34. Australia Metadata Management Tools Market Size (2017-2028) & (US$ Million)
    Figure 35. China Taiwan Metadata Management Tools Market Size (2017-2028) & (US$ Million)
    Figure 36. Indonesia Metadata Management Tools Market Size (2017-2028) & (US$ Million)
    Figure 37. Latin America Metadata Management Tools Market Share by Country (2017-2028)
    Figure 38. Mexico Metadata Management Tools Market Size (2017-2028) & (US$ Million)
    Figure 39. Brazil Metadata Management Tools Market Size (2017-2028) & (US$ Million)
    Figure 40. Argentina Metadata Management Tools Market Size (2017-2028) & (US$ Million)
    Figure 41. Middle East & Africa Metadata Management Tools Market Share by Country (2017-2028)
    Figure 42. Turkey Metadata Management Tools Market Size (2017-2028) & (US$ Million)
    Figure 43. Saudi Arabia Metadata Management Tools Market Size (2017-2028) & (US$ Million)
    Figure 44. UAE Metadata Management Tools Market Size (2017-2028) & (US$ Million)
    Figure 45. Bottom-up and Top-down Approaches for This Report
    Figure 46. Data Triangulation
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