Global Data Prep Market Insights And Forecast To 2028

1 Report Business Overview
1.1 Study Scope
1.2 Market Analysis by Type
1.2.1 Global Data Prep Market Size Growth Rate by Type, 2017 VS 2021 VS 2028
1.2.2 Data Curation
1.2.3 Data Cataloging
1.2.4 Data Quality
1.2.5 Data Ingestion
1.2.6 Data Governance
1.3 Market by Application
1.3.1 Global Data Prep Market Size Growth Rate by Application, 2017 VS 2021 VS 2028
1.3.2 Hosted
1.3.3 On-premises
1.4 Study Objectives
1.5 Years Considered
2 Global Growth Trends
2.1 Global Data Prep Market Perspective (2017-2028)
2.2 Data Prep Growth Trends by Region
2.2.1 Data Prep Market Size by Region: 2017 VS 2021 VS 2028
2.2.2 Data Prep Historic Market Size by Region (2017-2022)
2.2.3 Data Prep Forecasted Market Size by Region (2023-2028)
2.3 Data Prep Market Dynamics
2.3.1 Data Prep Industry Trends
2.3.2 Data Prep Market Drivers
2.3.3 Data Prep Market Challenges
2.3.4 Data Prep Market Restraints
3 Competition Landscape by Key Players
3.1 Global Top Data Prep Players by Revenue
3.1.1 Global Top Data Prep Players by Revenue (2017-2022)
3.1.2 Global Data Prep Revenue Market Share by Players (2017-2022)
3.2 Global Data Prep Market Share by Company Type (Tier 1, Tier 2, and Tier 3)
3.3 Players Covered: Ranking by Data Prep Revenue
3.4 Global Data Prep Market Concentration Ratio
3.4.1 Global Data Prep Market Concentration Ratio (CR5 and HHI)
3.4.2 Global Top 10 and Top 5 Companies by Data Prep Revenue in 2021
3.5 Data Prep Key Players Head office and Area Served
3.6 Key Players Data Prep Product Solution and Service
3.7 Date of Enter into Data Prep Market
3.8 Mergers & Acquisitions, Expansion Plans
4 Data Prep Breakdown Data by Type
4.1 Global Data Prep Historic Market Size by Type (2017-2022)
4.2 Global Data Prep Forecasted Market Size by Type (2023-2028)
5 Data Prep Breakdown Data by Application
5.1 Global Data Prep Historic Market Size by Application (2017-2022)
5.2 Global Data Prep Forecasted Market Size by Application (2023-2028)
6 North America
6.1 North America Data Prep Market Size (2017-2028)
6.2 North America Data Prep Market Size by Type
6.2.1 North America Data Prep Market Size by Type (2017-2022)
6.2.2 North America Data Prep Market Size by Type (2023-2028)
6.2.3 North America Data Prep Market Share by Type (2017-2028)
6.3 North America Data Prep Market Size by Application
6.3.1 North America Data Prep Market Size by Application (2017-2022)
6.3.2 North America Data Prep Market Size by Application (2023-2028)
6.3.3 North America Data Prep Market Share by Application (2017-2028)
6.4 North America Data Prep Market Size by Country
6.4.1 North America Data Prep Market Size by Country (2017-2022)
6.4.2 North America Data Prep Market Size by Country (2023-2028)
6.4.3 U.S.
6.4.4 Canada
7 Europe
7.1 Europe Data Prep Market Size (2017-2028)
7.2 Europe Data Prep Market Size by Type
7.2.1 Europe Data Prep Market Size by Type (2017-2022)
7.2.2 Europe Data Prep Market Size by Type (2023-2028)
7.2.3 Europe Data Prep Market Share by Type (2017-2028)
7.3 Europe Data Prep Market Size by Application
7.3.1 Europe Data Prep Market Size by Application (2017-2022)
7.3.2 Europe Data Prep Market Size by Application (2023-2028)
7.3.3 Europe Data Prep Market Share by Application (2017-2028)
7.4 Europe Data Prep Market Size by Country
7.4.1 Europe Data Prep Market Size by Country (2017-2022)
7.4.2 Europe Data Prep Market Size by Country (2023-2028)
7.4.3 Germany
7.4.4 France
7.4.5 U.K.
7.4.6 Italy
7.4.7 Russia
7.4.8 Nordic Countries
8 Asia-Pacific
8.1 Asia-Pacific Data Prep Market Size (2017-2028)
8.2 Asia-Pacific Data Prep Market Size by Type
8.2.1 Asia-Pacific Data Prep Market Size by Type (2017-2022)
8.2.2 Asia-Pacific Data Prep Market Size by Type (2023-2028)
8.2.3 Asia-Pacific Data Prep Market Share by Type (2017-2028)
8.3 Asia-Pacific Data Prep Market Size by Application
8.3.1 Asia-Pacific Data Prep Market Size by Application (2017-2022)
8.3.2 Asia-Pacific Data Prep Market Size by Application (2023-2028)
8.3.3 Asia-Pacific Data Prep Market Share by Application (2017-2028)
8.4 Asia-Pacific Data Prep Market Size by Region
8.4.1 Asia-Pacific Data Prep Market Size by Region (2017-2022)
8.4.2 Asia-Pacific Data Prep Market Size by Region (2023-2028)
8.4.3 China
8.4.4 Japan
8.4.5 South Korea
8.4.6 Southeast Asia
8.4.7 India
8.4.8 Australia
9 Latin America
9.1 Latin America Data Prep Market Size (2017-2028)
9.2 Latin America Data Prep Market Size by Type
9.2.1 Latin America Data Prep Market Size by Type (2017-2022)
9.2.2 Latin America Data Prep Market Size by Type (2023-2028)
9.2.3 Latin America Data Prep Market Share by Type (2017-2028)
9.3 Latin America Data Prep Market Size by Application
9.3.1 Latin America Data Prep Market Size by Application (2017-2022)
9.3.2 Latin America Data Prep Market Size by Application (2023-2028)
9.3.3 Latin America Data Prep Market Share by Application (2017-2028)
9.4 Latin America Data Prep Market Size by Country
9.4.1 Latin America Data Prep Market Size by Country (2017-2022)
9.4.2 Latin America Data Prep Market Size by Country (2023-2028)
9.4.3 Mexico
9.4.4 Brazil
10 Middle East & Africa
10.1 Middle East & Africa Data Prep Market Size (2017-2028)
10.2 Middle East & Africa Data Prep Market Size by Type
10.2.1 Middle East & Africa Data Prep Market Size by Type (2017-2022)
10.2.2 Middle East & Africa Data Prep Market Size by Type (2023-2028)
10.2.3 Middle East & Africa Data Prep Market Share by Type (2017-2028)
10.3 Middle East & Africa Data Prep Market Size by Application
10.3.1 Middle East & Africa Data Prep Market Size by Application (2017-2022)
10.3.2 Middle East & Africa Data Prep Market Size by Application (2023-2028)
10.3.3 Middle East & Africa Data Prep Market Share by Application (2017-2028)
10.4 Middle East & Africa Data Prep Market Size by Country
10.4.1 Middle East & Africa Data Prep Market Size by Country (2017-2022)
10.4.2 Middle East & Africa Data Prep Market Size by Country (2023-2028)
10.4.3 Turkey
10.4.4 Saudi Arabia
10.4.5 UAE
11 Key Players Profiles
11.1 Alteryx, Inc
11.1.1 Alteryx, Inc Company Details
11.1.2 Alteryx, Inc Business Overview
11.1.3 Alteryx, Inc Data Prep Introduction
11.1.4 Alteryx, Inc Revenue in Data Prep Business (2017-2022)
11.1.5 Alteryx, Inc Recent Developments
11.2 Informatica
11.2.1 Informatica Company Details
11.2.2 Informatica Business Overview
11.2.3 Informatica Data Prep Introduction
11.2.4 Informatica Revenue in Data Prep Business (2017-2022)
11.2.5 Informatica Recent Developments
11.3 IBM
11.3.1 IBM Company Details
11.3.2 IBM Business Overview
11.3.3 IBM Data Prep Introduction
11.3.4 IBM Revenue in Data Prep Business (2017-2022)
11.3.5 IBM Recent Developments
11.4 Tibco Software Inc.
11.4.1 Tibco Software Inc. Company Details
11.4.2 Tibco Software Inc. Business Overview
11.4.3 Tibco Software Inc. Data Prep Introduction
11.4.4 Tibco Software Inc. Revenue in Data Prep Business (2017-2022)
11.4.5 Tibco Software Inc. Recent Developments
11.5 Microsoft
11.5.1 Microsoft Company Details
11.5.2 Microsoft Business Overview
11.5.3 Microsoft Data Prep Introduction
11.5.4 Microsoft Revenue in Data Prep Business (2017-2022)
11.5.5 Microsoft Recent Developments
11.6 SAS Institute
11.6.1 SAS Institute Company Details
11.6.2 SAS Institute Business Overview
11.6.3 SAS Institute Data Prep Introduction
11.6.4 SAS Institute Revenue in Data Prep Business (2017-2022)
11.6.5 SAS Institute Recent Developments
11.7 Datawatch Corporation
11.7.1 Datawatch Corporation Company Details
11.7.2 Datawatch Corporation Business Overview
11.7.3 Datawatch Corporation Data Prep Introduction
11.7.4 Datawatch Corporation Revenue in Data Prep Business (2017-2022)
11.7.5 Datawatch Corporation Recent Developments
11.8 Tableau Software
11.8.1 Tableau Software Company Details
11.8.2 Tableau Software Business Overview
11.8.3 Tableau Software Data Prep Introduction
11.8.4 Tableau Software Revenue in Data Prep Business (2017-2022)
11.8.5 Tableau Software Recent Developments
11.9 Qlik Technologies Inc.
11.9.1 Qlik Technologies Inc. Company Details
11.9.2 Qlik Technologies Inc. Business Overview
11.9.3 Qlik Technologies Inc. Data Prep Introduction
11.9.4 Qlik Technologies Inc. Revenue in Data Prep Business (2017-2022)
11.9.5 Qlik Technologies Inc. Recent Developments
11.10 SAP SE.
11.10.1 SAP SE. Company Details
11.10.2 SAP SE. Business Overview
11.10.3 SAP SE. Data Prep Introduction
11.10.4 SAP SE. Revenue in Data Prep Business (2017-2022)
11.10.5 SAP SE. Recent Developments
11.11 Talend
11.11.1 Talend Company Details
11.11.2 Talend Business Overview
11.11.3 Talend Data Prep Introduction
11.11.4 Talend Revenue in Data Prep Business (2017-2022)
11.11.5 Talend Recent Developments
11.12 Microstrategy Incorporated
11.12.1 Microstrategy Incorporated Company Details
11.12.2 Microstrategy Incorporated Business Overview
11.12.3 Microstrategy Incorporated Data Prep Introduction
11.12.4 Microstrategy Incorporated Revenue in Data Prep Business (2017-2022)
11.12.5 Microstrategy Incorporated Recent Developments
12 Analyst's Viewpoints/Conclusions
13 Appendix
13.1 Research Methodology
13.1.1 Methodology/Research Approach
13.1.2 Data Source
13.2 Author Details
13.3 Disclaimer

List of Tables
Table 1. Global Data Prep Market Size Growth Rate by Type (US$ Million), 2017 VS 2021 VS 2028
Table 2. Key Players of Data Curation
Table 3. Key Players of Data Cataloging
Table 4. Key Players of Data Quality
Table 5. Key Players of Data Ingestion
Table 6. Key Players of Data Governance
Table 7. Global Data Prep Market Size Growth Rate by Application (US$ Million), 2017 VS 2021 VS 2028
Table 8. Global Data Prep Market Size by Region (US$ Million): 2017 VS 2021 VS 2028
Table 9. Global Data Prep Market Size by Region (2017-2022) & (US$ Million)
Table 10. Global Data Prep Market Share by Region (2017-2022)
Table 11. Global Data Prep Forecasted Market Size by Region (2023-2028) & (US$ Million)
Table 12. Global Data Prep Market Share by Region (2023-2028)
Table 13. Data Prep Market Trends
Table 14. Data Prep Market Drivers
Table 15. Data Prep Market Challenges
Table 16. Data Prep Market Restraints
Table 17. Global Data Prep Revenue by Players (2017-2022) & (US$ Million)
Table 18. Global Data Prep Revenue Share by Players (2017-2022)
Table 19. Global Top Data Prep by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Data Prep as of 2021)
Table 20. Ranking of Global Top Data Prep Companies by Revenue (US$ Million) in 2021
Table 21. Global 5 Largest Players Market Share by Data Prep Revenue (CR5 and HHI) & (2017-2022)
Table 22. Key Players Headquarters and Area Served
Table 23. Key Players Data Prep Product Solution and Service
Table 24. Date of Enter into Data Prep Market
Table 25. Mergers & Acquisitions, Expansion Plans
Table 26. Global Data Prep Market Size by Type (2017-2022) & (US$ Million)
Table 27. Global Data Prep Revenue Market Share by Type (2017-2022)
Table 28. Global Data Prep Forecasted Market Size by Type (2023-2028) & (US$ Million)
Table 29. Global Data Prep Revenue Market Share by Type (2023-2028)
Table 30. Global Data Prep Market Size by Application (2017-2022) & (US$ Million)
Table 31. Global Data Prep Revenue Share by Application (2017-2022)
Table 32. Global Data Prep Forecasted Market Size by Application (2023-2028) & (US$ Million)
Table 33. Global Data Prep Revenue Share by Application (2023-2028)
Table 34. North America Data Prep Market Size by Type (2017-2022) & (US$ Million)
Table 35. North America Data Prep Market Size by Type (2023-2028) & (US$ Million)
Table 36. North America Data Prep Market Size by Application (2017-2022) & (US$ Million)
Table 37. North America Data Prep Market Size by Application (2023-2028) & (US$ Million)
Table 38. North America Data Prep Market Size by Country (2017-2022) & (US$ Million)
Table 39. North America Data Prep Market Size by Country (2023-2028) & (US$ Million)
Table 40. Europe Data Prep Market Size by Type (2017-2022) & (US$ Million)
Table 41. Europe Data Prep Market Size by Type (2023-2028) & (US$ Million)
Table 42. Europe Data Prep Market Size by Application (2017-2022) & (US$ Million)
Table 43. Europe Data Prep Market Size by Application (2023-2028) & (US$ Million)
Table 44. Europe Data Prep Market Size by Country (2017-2022) & (US$ Million)
Table 45. Europe Data Prep Market Size by Country (2023-2028) & (US$ Million)
Table 46. Asia Pacific Data Prep Market Size by Type (2017-2022) & (US$ Million)
Table 47. Asia Pacific Data Prep Market Size by Type (2023-2028) & (US$ Million)
Table 48. Asia Pacific Data Prep Market Size by Application (2017-2022) & (US$ Million)
Table 49. Asia Pacific Data Prep Market Size by Application (2023-2028) & (US$ Million)
Table 50. Asia Pacific Data Prep Market Size by Region (2017-2022) & (US$ Million)
Table 51. Asia Pacific Data Prep Market Size by Region (2023-2028) & (US$ Million)
Table 52. Latin America Data Prep Market Size by Type (2017-2022) & (US$ Million)
Table 53. Latin America Data Prep Market Size by Type (2023-2028) & (US$ Million)
Table 54. Latin America Data Prep Market Size by Application (2017-2022) & (US$ Million)
Table 55. Latin America Data Prep Market Size by Application (2023-2028) & (US$ Million)
Table 56. Latin America Data Prep Market Size by Country (2017-2022) & (US$ Million)
Table 57. Latin America Data Prep Market Size by Country (2023-2028) & (US$ Million)
Table 58. Middle East and Africa Data Prep Market Size by Type (2017-2022) & (US$ Million)
Table 59. Middle East and Africa Data Prep Market Size by Type (2023-2028) & (US$ Million)
Table 60. Middle East and Africa Data Prep Market Size by Application (2017-2022) & (US$ Million)
Table 61. Middle East and Africa Data Prep Market Size by Application (2023-2028) & (US$ Million)
Table 62. Middle East and Africa Data Prep Market Size by Country (2017-2022) & (US$ Million)
Table 63. Middle East and Africa Data Prep Market Size by Country (2023-2028) & (US$ Million)
Table 64. Alteryx, Inc Company Details
Table 65. Alteryx, Inc Business Overview
Table 66. Alteryx, Inc Data Prep Product
Table 67. Alteryx, Inc Revenue in Data Prep Business (2017-2022) & (US$ Million)
Table 68. Alteryx, Inc Recent Developments
Table 69. Informatica Company Details
Table 70. Informatica Business Overview
Table 71. Informatica Data Prep Product
Table 72. Informatica Revenue in Data Prep Business (2017-2022) & (US$ Million)
Table 73. Informatica Recent Developments
Table 74. IBM Company Details
Table 75. IBM Business Overview
Table 76. IBM Data Prep Product
Table 77. IBM Revenue in Data Prep Business (2017-2022) & (US$ Million)
Table 78. IBM Recent Developments
Table 79. Tibco Software Inc. Company Details
Table 80. Tibco Software Inc. Business Overview
Table 81. Tibco Software Inc. Data Prep Product
Table 82. Tibco Software Inc. Revenue in Data Prep Business (2017-2022) & (US$ Million)
Table 83. Tibco Software Inc. Recent Developments
Table 84. Microsoft Company Details
Table 85. Microsoft Business Overview
Table 86. Microsoft Data Prep Product
Table 87. Microsoft Revenue in Data Prep Business (2017-2022) & (US$ Million)
Table 88. Microsoft Recent Developments
Table 89. SAS Institute Company Details
Table 90. SAS Institute Business Overview
Table 91. SAS Institute Data Prep Product
Table 92. SAS Institute Revenue in Data Prep Business (2017-2022) & (US$ Million)
Table 93. SAS Institute Recent Developments
Table 94. Datawatch Corporation Company Details
Table 95. Datawatch Corporation Business Overview
Table 96. Datawatch Corporation Data Prep Product
Table 97. Datawatch Corporation Revenue in Data Prep Business (2017-2022) & (US$ Million)
Table 98. Datawatch Corporation Recent Developments
Table 99. Tableau Software Company Details
Table 100. Tableau Software Business Overview
Table 101. Tableau Software Data Prep Product
Table 102. Tableau Software Revenue in Data Prep Business (2017-2022) & (US$ Million)
Table 103. Tableau Software Recent Developments
Table 104. Qlik Technologies Inc. Company Details
Table 105. Qlik Technologies Inc. Business Overview
Table 106. Qlik Technologies Inc. Data Prep Product
Table 107. Qlik Technologies Inc. Revenue in Data Prep Business (2017-2022) & (US$ Million)
Table 108. Qlik Technologies Inc. Recent Developments
Table 109. SAP SE. Company Details
Table 110. SAP SE. Business Overview
Table 111. SAP SE. Data Prep Product
Table 112. SAP SE. Revenue in Data Prep Business (2017-2022) & (US$ Million)
Table 113. SAP SE. Recent Developments
Table 114. Talend Company Details
Table 115. Talend Business Overview
Table 116. Talend Data Prep Product
Table 117. Talend Revenue in Data Prep Business (2017-2022) & (US$ Million)
Table 118. Talend Recent Developments
Table 119. Microstrategy Incorporated Company Details
Table 120. Microstrategy Incorporated Business Overview
Table 121. Microstrategy Incorporated Data Prep Product
Table 122. Microstrategy Incorporated Revenue in Data Prep Business (2017-2022) & (US$ Million)
Table 123. Microstrategy Incorporated Recent Developments
Table 124. Research Programs/Design for This Report
Table 125. Key Data Information from Secondary Sources
Table 126. Key Data Information from Primary Sources
List of Figures
Figure 1. Global Data Prep Market Share by Type: 2021 VS 2028
Figure 2. Data Curation Features
Figure 3. Data Cataloging Features
Figure 4. Data Quality Features
Figure 5. Data Ingestion Features
Figure 6. Data Governance Features
Figure 7. Global Data Prep Market Share by Application: 2021 VS 2028
Figure 8. Hosted Case Studies
Figure 9. On-premises Case Studies
Figure 10. Data Prep Report Years Considered
Figure 11. Global Data Prep Market Size (US$ Million), Year-over-Year: 2017-2028
Figure 12. Global Data Prep Market Size, (US$ Million), 2017 VS 2021 VS 2028
Figure 13. Global Data Prep Market Share by Region: 2021 VS 2028
Figure 14. Global Data Prep Market Share by Players in 2021
Figure 15. Global Top Data Prep Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Data Prep as of 2021)
Figure 16. The Top 10 and 5 Players Market Share by Data Prep Revenue in 2021
Figure 17. North America Data Prep Market Size YoY (2017-2028) & (US$ Million)
Figure 18. North America Data Prep Market Size Market Share by Type (2017-2028)
Figure 19. North America Data Prep Market Size Market Share by Application (2017-2028)
Figure 20. North America Data Prep Market Size Share by Country (2017-2028)
Figure 21. United States Data Prep Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 22. Canada Data Prep Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 23. Europe Data Prep Market Size YoY (2017-2028) & (US$ Million)
Figure 24. Europe Data Prep Market Size Market Share by Type (2017-2028)
Figure 25. Europe Data Prep Market Size Market Share by Application (2017-2028)
Figure 26. Europe Data Prep Market Size Share by Country (2017-2028)
Figure 27. Germany Data Prep Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 28. France Data Prep Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 29. U.K. Data Prep Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 30. Italy Data Prep Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 31. Russia Data Prep Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 32. Nordic Countries Data Prep Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 33. Asia-Pacific Data Prep Market Size YoY (2017-2028) & (US$ Million)
Figure 34. Asia Pacific Data Prep Market Size Market Share by Type (2017-2028)
Figure 35. Asia Pacific Data Prep Market Size Market Share by Application (2017-2028)
Figure 36. Asia Pacific Data Prep Market Size Share by Region (2017-2028)
Figure 37. China Data Prep Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 38. Japan Data Prep Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 39. South Korea Data Prep Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 40. Southeast Asia Data Prep Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 41. India Data Prep Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 42. Australia Data Prep Market Size YoY Growth (2017-2028) & (US$ Million)
List of Figures
Figure 43. Latin America Data Prep Market Size YoY (2017-2028) & (US$ Million)
Figure 44. Latin America Data Prep Market Size Market Share by Type (2017-2028)
Figure 45. Latin America Data Prep Market Size Market Share by Application (2017-2028)
Figure 46. Latin America Data Prep Market Size Share by Country (2017-2028)
Figure 47. Mexico Data Prep Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 48. Brazil Data Prep Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 49. Middle East & Africa Data Prep Market Size YoY (2017-2028) & (US$ Million)
Figure 50. Middle East and Africa Data Prep Market Size Market Share by Type (2017-2028)
Figure 51. Middle East and Africa Data Prep Market Size Market Share by Application (2017-2028)
Figure 52. Middle East and Africa Data Prep Market Size Share by Country (2017-2028)
Figure 53. Turkey Data Prep Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 54. Saudi Arabia Data Prep Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 55. UAE Data Prep Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 56. Alteryx, Inc Revenue Growth Rate in Data Prep Business (2017-2022)
Figure 57. Informatica Revenue Growth Rate in Data Prep Business (2017-2022)
Figure 58. IBM Revenue Growth Rate in Data Prep Business (2017-2022)
Figure 59. Tibco Software Inc. Revenue Growth Rate in Data Prep Business (2017-2022)
Figure 60. Microsoft Revenue Growth Rate in Data Prep Business (2017-2022)
Figure 61. SAS Institute Revenue Growth Rate in Data Prep Business (2017-2022)
Figure 62. Datawatch Corporation Revenue Growth Rate in Data Prep Business (2017-2022)
Figure 63. Tableau Software Revenue Growth Rate in Data Prep Business (2017-2022)
Figure 64. Qlik Technologies Inc. Revenue Growth Rate in Data Prep Business (2017-2022)
Figure 65. SAP SE. Revenue Growth Rate in Data Prep Business (2017-2022)
Figure 66. Talend Revenue Growth Rate in Data Prep Business (2017-2022)
Figure 67. Microstrategy Incorporated Revenue Growth Rate in Data Prep Business (2017-2022)
Figure 68. Bottom-up and Top-down Approaches for This Report
Figure 69. Data Triangulation
Figure 70. Key Executives Interviewed

SECONDARY RESEARCH
Secondary Research Information is collected from a number of publicly available as well as paid databases. Public sources involve publications by different associations and governments, annual reports and statements of companies, white papers and research publications by recognized industry experts and renowned academia etc. Paid data sources include third party authentic industry databases.

PRIMARY RESEARCH
Once data collection is done through secondary research, primary interviews are conducted with different stakeholders across the value chain like manufacturers, distributors, ingredient/input suppliers, end customers and other key opinion leaders of the industry. Primary research is used both to validate the data points obtained from secondary research and to fill in the data gaps after secondary research.

MARKET ENGINEERING
The market engineering phase involves analyzing the data collected, market breakdown and forecasting. Macroeconomic indicators and bottom-up and top-down approaches are used to arrive at a complete set of data points that give way to valuable qualitative and quantitative insights. Each data point is verified by the process of data triangulation to validate the numbers and arrive at close estimates.

EXPERT VALIDATION
The market engineered data is verified and validated by a number of experts, both in-house and external.

REPORT WRITING/ PRESENTATION
After the data is curated by the mentioned highly sophisticated process, the analysts begin to write the report. Garnering insights from data and forecasts, insights are drawn to visualize the entire ecosystem in a single report.