1 Report Overview 1.1 Study Scope 1.2 Market Analysis by Type 1.2.1 Global Data Preparation Software Market Size Growth Rate by Type: 2016 VS 2021 VS 2027 1.2.2 Cloud Based 1.2.3 Web Based 1.3 Market by Application 1.3.1 Global Data Preparation Software Market Share by Application: 2016 VS 2021 VS 2027 1.3.2 Large Enterprises 1.3.3 SMEs 1.4 Study Objectives 1.5 Years Considered 2 Global Growth Trends 2.1 Global Data Preparation Software Market Perspective (2016-2027) 2.2 Data Preparation Software Growth Trends by Regions 2.2.1 Data Preparation Software Market Size by Regions: 2016 VS 2021 VS 2027 2.2.2 Data Preparation Software Historic Market Share by Regions (2016-2021) 2.2.3 Data Preparation Software Forecasted Market Size by Regions (2022-2027) 2.3 Data Preparation Software Industry Dynamic 2.3.1 Data Preparation Software Market Trends 2.3.2 Data Preparation Software Market Drivers 2.3.3 Data Preparation Software Market Challenges 2.3.4 Data Preparation Software Market Restraints 3 Competition Landscape by Key Players 3.1 Global Top Data Preparation Software Players by Revenue 3.1.1 Global Top Data Preparation Software Players by Revenue (2016-2021) 3.1.2 Global Data Preparation Software Revenue Market Share by Players (2016-2021) 3.2 Global Data Preparation Software Market Share by Company Type (Tier 1, Tier 2 and Tier 3) 3.3 Players Covered: Ranking by Data Preparation Software Revenue 3.4 Global Data Preparation Software Market Concentration Ratio 3.4.1 Global Data Preparation Software Market Concentration Ratio (CR5 and HHI) 3.4.2 Global Top 10 and Top 5 Companies by Data Preparation Software Revenue in 2020 3.5 Data Preparation Software Key Players Head office and Area Served 3.6 Key Players Data Preparation Software Product Solution and Service 3.7 Date of Enter into Data Preparation Software Market 3.8 Mergers & Acquisitions, Expansion Plans 4 Data Preparation Software Breakdown Data by Type 4.1 Global Data Preparation Software Historic Market Size by Type (2016-2021) 4.2 Global Data Preparation Software Forecasted Market Size by Type (2022-2027) 5 Data Preparation Software Breakdown Data by Application 5.1 Global Data Preparation Software Historic Market Size by Application (2016-2021) 5.2 Global Data Preparation Software Forecasted Market Size by Application (2022-2027) 6 North America 6.1 North America Data Preparation Software Market Size (2016-2027) 6.2 North America Data Preparation Software Market Size by Type 6.2.1 North America Data Preparation Software Market Size by Type (2016-2021) 6.2.2 North America Data Preparation Software Market Size by Type (2022-2027) 6.2.3 North America Data Preparation Software Market Size by Type (2016-2027) 6.3 North America Data Preparation Software Market Size by Application 6.3.1 North America Data Preparation Software Market Size by Application (2016-2021) 6.3.2 North America Data Preparation Software Market Size by Application (2022-2027) 6.3.3 North America Data Preparation Software Market Size by Application (2016-2027) 6.4 North America Data Preparation Software Market Size by Country 6.4.1 North America Data Preparation Software Market Size by Country (2016-2021) 6.4.2 North America Data Preparation Software Market Size by Country (2022-2027) 6.4.3 United States 6.4.4 Canada 7 Europe 7.1 Europe Data Preparation Software Market Size (2016-2027) 7.2 Europe Data Preparation Software Market Size by Type 7.2.1 Europe Data Preparation Software Market Size by Type (2016-2021) 7.2.2 Europe Data Preparation Software Market Size by Type (2022-2027) 7.2.3 Europe Data Preparation Software Market Size by Type (2016-2027) 7.3 Europe Data Preparation Software Market Size by Application 7.3.1 Europe Data Preparation Software Market Size by Application (2016-2021) 7.3.2 Europe Data Preparation Software Market Size by Application (2022-2027) 7.3.3 Europe Data Preparation Software Market Size by Application (2016-2027) 7.4 Europe Data Preparation Software Market Size by Country 7.4.1 Europe Data Preparation Software Market Size by Country (2016-2021) 7.4.2 Europe Data Preparation Software Market Size by Country (2022-2027) 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 8 Asia-Pacific 8.1 Asia-Pacific Data Preparation Software Market Size (2016-2027) 8.2 Asia-Pacific Data Preparation Software Market Size by Type 8.2.1 Asia-Pacific Data Preparation Software Market Size by Type (2016-2021) 8.2.2 Asia-Pacific Data Preparation Software Market Size by Type (2022-2027) 8.2.3 Asia-Pacific Data Preparation Software Market Size by Type (2016-2027) 8.3 Asia-Pacific Data Preparation Software Market Size by Application 8.3.1 Asia-Pacific Data Preparation Software Market Size by Application (2016-2021) 8.3.2 Asia-Pacific Data Preparation Software Market Size by Application (2022-2027) 8.3.3 Asia-Pacific Data Preparation Software Market Size by Application (2016-2027) 8.4 Asia-Pacific Data Preparation Software Market Size by Region 8.4.1 Asia-Pacific Data Preparation Software Market Size by Region (2016-2021) 8.4.2 Asia-Pacific Data Preparation Software Market Size by Region (2022-2027) 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 Preparation Software Market Size (2016-2027) 9.2 Latin America Data Preparation Software Market Size by Type 9.2.1 Latin America Data Preparation Software Market Size by Type (2016-2021) 9.2.2 Latin America Data Preparation Software Market Size by Type (2022-2027) 9.2.3 Latin America Data Preparation Software Market Size by Type (2016-2027) 9.3 Latin America Data Preparation Software Market Size by Application 9.3.1 Latin America Data Preparation Software Market Size by Application (2016-2021) 9.3.2 Latin America Data Preparation Software Market Size by Application (2022-2027) 9.3.3 Latin America Data Preparation Software Market Size by Application (2016-2027) 9.4 Latin America Data Preparation Software Market Size by Country 9.4.1 Latin America Data Preparation Software Market Size by Country (2016-2021) 9.4.2 Latin America Data Preparation Software Market Size by Country (2022-2027) 9.4.3 Mexico 9.4.4 Brazil 10 Middle East & Africa 10.1 Middle East & Africa Data Preparation Software Market Size (2016-2027) 10.2 Middle East & Africa Data Preparation Software Market Size by Type 10.2.1 Middle East & Africa Data Preparation Software Market Size by Type (2016-2021) 10.2.2 Middle East & Africa Data Preparation Software Market Size by Type (2022-2027) 10.2.3 Middle East & Africa Data Preparation Software Market Size by Type (2016-2027) 10.3 Middle East & Africa Data Preparation Software Market Size by Application 10.3.1 Middle East & Africa Data Preparation Software Market Size by Application (2016-2021) 10.3.2 Middle East & Africa Data Preparation Software Market Size by Application (2022-2027) 10.3.3 Middle East & Africa Data Preparation Software Market Size by Application (2016-2027) 10.4 Middle East & Africa Data Preparation Software Market Size by Country 10.4.1 Middle East & Africa Data Preparation Software Market Size by Country (2016-2021) 10.4.2 Middle East & Africa Data Preparation Software Market Size by Country (2022-2027) 10.4.3 Turkey 10.4.4 Saudi Arabia 10.4.5 UAE 11 Key Players Profiles 11.1 Alteryx 11.1.1 Alteryx Company Details 11.1.2 Alteryx Business Overview 11.1.3 Alteryx Data Preparation Software Introduction 11.1.4 Alteryx Revenue in Data Preparation Software Business (2016-2021) 11.1.5 Alteryx Recent Development 11.2 Altair Monarch 11.2.1 Altair Monarch Company Details 11.2.2 Altair Monarch Business Overview 11.2.3 Altair Monarch Data Preparation Software Introduction 11.2.4 Altair Monarch Revenue in Data Preparation Software Business (2016-2021) 11.2.5 Altair Monarch Recent Development 11.3 Tableau Prep 11.3.1 Tableau Prep Company Details 11.3.2 Tableau Prep Business Overview 11.3.3 Tableau Prep Data Preparation Software Introduction 11.3.4 Tableau Prep Revenue in Data Preparation Software Business (2016-2021) 11.3.5 Tableau Prep Recent Development 11.4 Datameer 11.4.1 Datameer Company Details 11.4.2 Datameer Business Overview 11.4.3 Datameer Data Preparation Software Introduction 11.4.4 Datameer Revenue in Data Preparation Software Business (2016-2021) 11.4.5 Datameer Recent Development 11.5 IBM 11.5.1 IBM Company Details 11.5.2 IBM Business Overview 11.5.3 IBM Data Preparation Software Introduction 11.5.4 IBM Revenue in Data Preparation Software Business (2016-2021) 11.5.5 IBM Recent Development 11.6 Oracle 11.6.1 Oracle Company Details 11.6.2 Oracle Business Overview 11.6.3 Oracle Data Preparation Software Introduction 11.6.4 Oracle Revenue in Data Preparation Software Business (2016-2021) 11.6.5 Oracle Recent Development 11.7 Palantir Foundry 11.7.1 Palantir Foundry Company Details 11.7.2 Palantir Foundry Business Overview 11.7.3 Palantir Foundry Data Preparation Software Introduction 11.7.4 Palantir Foundry Revenue in Data Preparation Software Business (2016-2021) 11.7.5 Palantir Foundry Recent Development 11.8 Podium 11.8.1 Podium Company Details 11.8.2 Podium Business Overview 11.8.3 Podium Data Preparation Software Introduction 11.8.4 Podium Revenue in Data Preparation Software Business (2016-2021) 11.8.5 Podium Recent Development 11.9 SAP 11.9.1 SAP Company Details 11.9.2 SAP Business Overview 11.9.3 SAP Data Preparation Software Introduction 11.9.4 SAP Revenue in Data Preparation Software Business (2016-2021) 11.9.5 SAP Recent Development 11.10 Talend 11.10.1 Talend Company Details 11.10.2 Talend Business Overview 11.10.3 Talend Data Preparation Software Introduction 11.10.4 Talend Revenue in Data Preparation Software Business (2016-2021) 11.10.5 Talend Recent Development 11.11 Trifacta 11.11.1 Trifacta Company Details 11.11.2 Trifacta Business Overview 11.11.3 Trifacta Data Preparation Software Introduction 11.11.4 Trifacta Revenue in Data Preparation Software Business (2016-2021) 11.11.5 Trifacta Recent Development 11.12 Unifi 11.12.1 Unifi Company Details 11.12.2 Unifi Business Overview 11.12.3 Unifi Data Preparation Software Introduction 11.12.4 Unifi Revenue in Data Preparation Software Business (2016-2021) 11.12.5 Unifi Recent Development 12 Analyst's Viewpoints/Conclusions 13 Appendix 13.1 Research Methodology 13.1.1 Methodology/Research Approach 13.1.2 Data Source 13.2 Disclaimer 13.3 Author Details

List of Tables Table 1. Global Data Preparation Software Market Size Growth Rate by Type (US$ Million):2016 VS 2021 VS 2027 Table 2. Key Players of Cloud Based Table 3. Key Players of Web Based Table 4. Global Data Preparation Software Market Size Growth by Application (US$ Million): 2016 VS 2021 VS 2027 Table 5. Global Data Preparation Software Market Size by Regions (US$ Million): 2016 VS 2021 VS 2027 Table 6. Global Data Preparation Software Market Size by Regions (2016-2021) & (US$ Million) Table 7. Global Data Preparation Software Market Share by Regions (2016-2021) Table 8. Global Data Preparation Software Forecasted Market Size by Regions (2022-2027) & (US$ Million) Table 9. Global Data Preparation Software Market Share by Regions (2022-2027) Table 10. Data Preparation Software Market Trends Table 11. Data Preparation Software Market Drivers Table 12. Data Preparation Software Market Challenges Table 13. Data Preparation Software Market Restraints Table 14. Global Data Preparation Software Revenue by Players (2016-2021) & (US$ Million) Table 15. Global Data Preparation Software Market Share by Players (2016-2021) Table 16. Global Top Data Preparation Software Players by Company Type (Tier 1, Tier 2 and Tier 3) (based on the Revenue in Data Preparation Software as of 2020) Table 17. Ranking of Global Top Data Preparation Software Companies by Revenue (US$ Million) in 2020 Table 18. Global 5 Largest Players Market Share by Data Preparation Software Revenue (CR5 and HHI) & (2016-2021) Table 19. Key Players Headquarters and Area Served Table 20. Key Players Data Preparation Software Product Solution and Service Table 21. Date of Enter into Data Preparation Software Market Table 22. Mergers & Acquisitions, Expansion Plans Table 23. Global Data Preparation Software Market Size by Type (2016-2021) (US$ Million) Table 24. Global Data Preparation Software Revenue Market Share by Type (2016-2021) Table 25. Global Data Preparation Software Forecasted Market Size by Type (2022-2027) (US$ Million) Table 26. Global Data Preparation Software Revenue Market Share by Type (2022-2027) & (US$ Million) Table 27. Global Data Preparation Software Market Size Share by Application (2016-2021) & (US$ Million) Table 28. Global Data Preparation Software Revenue Market Share by Application (2016-2021) Table 29. Global Data Preparation Software Forecasted Market Size by Application (2022-2027) (US$ Million) Table 30. Global Data Preparation Software Revenue Market Share by Application (2022-2027) & (US$ Million) Table 31. North America Data Preparation Software Market Size by Type (2016-2021) (US$ Million) Table 32. North America Data Preparation Software Market Size by Type (2022-2027) & (US$ Million) Table 33. North America Data Preparation Software Market Size by Application (2016-2021) (US$ Million) Table 34. North America Data Preparation Software Market Size by Application (2022-2027) & (US$ Million) Table 35. North America Data Preparation Software Market Size by Country (2016-2021) & (US$ Million) Table 36. North America Data Preparation Software Market Size by Country (2022-2027) & (US$ Million) Table 37. Europe Data Preparation Software Market Size by Type (2016-2021) (US$ Million) Table 38. Europe Data Preparation Software Market Size by Type (2022-2027) & (US$ Million) Table 39. Europe Data Preparation Software Market Size by Application (2016-2021) (US$ Million) Table 40. Europe Data Preparation Software Market Size by Application (2022-2027) & (US$ Million) Table 41. Europe Data Preparation Software Market Size by Country (2016-2021) & (US$ Million) Table 42. Europe Data Preparation Software Market Size by Country (2022-2027) & (US$ Million) Table 43. Asia-Pacific Data Preparation Software Market Size by Type (2016-2021) (US$ Million) Table 44. Asia-Pacific Data Preparation Software Market Size by Type (2022-2027) & (US$ Million) Table 45. Asia-Pacific Data Preparation Software Market Size by Application (2016-2021) (US$ Million) Table 46. Asia-Pacific Data Preparation Software Market Size by Application (2022-2027) & (US$ Million) Table 47. Asia-Pacific Data Preparation Software Market Size by Region (2016-2021) & (US$ Million) Table 48. Asia-Pacific Data Preparation Software Market Size by Region (2022-2027) & (US$ Million) Table 49. Latin America Data Preparation Software Market Size by Type (2016-2021) (US$ Million) Table 50. Latin America Data Preparation Software Market Size by Type (2022-2027) & (US$ Million) Table 51. Latin America Data Preparation Software Market Size by Application (2016-2021) (US$ Million) Table 52. Latin America Data Preparation Software Market Size by Application (2022-2027) & (US$ Million) Table 53. Latin America Data Preparation Software Market Size by Country (2016-2021) & (US$ Million) Table 54. Latin America Data Preparation Software Market Size by Country (2022-2027) & (US$ Million) Table 55. Middle East & Africa Data Preparation Software Market Size by Type (2016-2021) (US$ Million) Table 56. Middle East & Africa Data Preparation Software Market Size by Type (2022-2027) & (US$ Million) Table 57. Middle East & Africa Data Preparation Software Market Size by Application (2016-2021) (US$ Million) Table 58. Middle East & Africa Data Preparation Software Market Size by Application (2022-2027) & (US$ Million) Table 59. Middle East & Africa Data Preparation Software Market Size by Country (2016-2021) & (US$ Million) Table 60. Middle East & Africa Data Preparation Software Market Size by Country (2022-2027) & (US$ Million) Table 61. Alteryx Company Details Table 62. Alteryx Business Overview Table 63. Alteryx Data Preparation Software Product Table 64. Alteryx Revenue in Data Preparation Software Business (2016-2021) & (US$ Million) Table 65. Alteryx Recent Development Table 66. Altair Monarch Company Details Table 67. Altair Monarch Business Overview Table 68. Altair Monarch Data Preparation Software Product Table 69. Altair Monarch Revenue in Data Preparation Software Business (2016-2021) & (US$ Million) Table 70. Altair Monarch Recent Development Table 71. Tableau Prep Company Details Table 72. Tableau Prep Business Overview Table 73. Tableau Prep Data Preparation Software Product Table 74. Tableau Prep Revenue in Data Preparation Software Business (2016-2021) & (US$ Million) Table 75. Tableau Prep Recent Development Table 76. Datameer Company Details Table 77. Datameer Business Overview Table 78. Datameer Data Preparation Software Product Table 79. Datameer Revenue in Data Preparation Software Business (2016-2021) & (US$ Million) Table 80. Datameer Recent Development Table 81. IBM Company Details Table 82. IBM Business Overview Table 83. IBM Data Preparation Software Product Table 84. IBM Revenue in Data Preparation Software Business (2016-2021) & (US$ Million) Table 85. IBM Recent Development Table 86. Oracle Company Details Table 87. Oracle Business Overview Table 88. Oracle Data Preparation Software Product Table 89. Oracle Revenue in Data Preparation Software Business (2016-2021) & (US$ Million) Table 90. Oracle Recent Development Table 91. Palantir Foundry Company Details Table 92. Palantir Foundry Business Overview Table 93. Palantir Foundry Data Preparation Software Product Table 94. Palantir Foundry Revenue in Data Preparation Software Business (2016-2021) & (US$ Million) Table 95. Palantir Foundry Recent Development Table 96. Podium Company Details Table 97. Podium Business Overview Table 98. Podium Revenue in Data Preparation Software Business (2016-2021) & (US$ Million) Table 99. Podium Recent Development Table 100. SAP Company Details Table 101. SAP Business Overview Table 102. SAP Data Preparation Software Product Table 103. SAP Revenue in Data Preparation Software Business (2016-2021) & (US$ Million) Table 104. SAP Recent Development Table 105. Talend Company Details Table 106. Talend Business Overview Table 107. Talend Data Preparation Software Product Table 108. Talend Revenue in Data Preparation Software Business (2016-2021) & (US$ Million) Table 109. Talend Recent Development Table 110. Trifacta Company Details Table 111. Trifacta Business Overview Table 112. Trifacta Data Preparation Software Product Table 113. Trifacta Revenue in Data Preparation Software Business (2016-2021) & (US$ Million) Table 114. Trifacta Recent Development Table 115. Unifi Company Details Table 116. Unifi Business Overview Table 117. Unifi Data Preparation Software Product Table 118. Unifi Revenue in Data Preparation Software Business (2016-2021) & (US$ Million) Table 119. Unifi Recent Development Table 120. Research Programs/Design for This Report Table 121. Key Data Information from Secondary Sources Table 122. Key Data Information from Primary Sources List of Figures Figure 1. Global Data Preparation Software Market Share by Type: 2020 VS 2027 Figure 2. Cloud Based Features Figure 3. Web Based Features Figure 4. Global Data Preparation Software Market Share by Application: 2020 VS 2027 Figure 5. Large Enterprises Case Studies Figure 6. SMEs Case Studies Figure 7. Data Preparation Software Report Years Considered Figure 8. Global Data Preparation Software Market Size (US$ Million), Year-over-Year: 2016-2027 Figure 9. Global Data Preparation Software Market Size (US$ Million), 2016 VS 2021 VS 2027 Figure 10. Global Data Preparation Software Market Share by Regions: 2020 VS 2027 Figure 11. Global Data Preparation Software Market Share by Regions (2022-2027) Figure 12. Global Data Preparation Software Market Share by Players in 2020 Figure 13. Global Top Data Preparation Software Players by Company Type (Tier 1, Tier 2 and Tier 3) (based on the Revenue in Data Preparation Software as of 2020 Figure 14. The Top 10 and 5 Players Market Share by Data Preparation Software Revenue in 2020 Figure 15. Global Data Preparation Software Revenue Market Share by Type (2016-2021) Figure 16. Global Data Preparation Software Revenue Market Share by Type (2022-2027) Figure 17. North America Data Preparation Software Market Size YoY Growth (2016-2027) & (US$ Million) Figure 18. North America Data Preparation Software Market Share by Type (2016-2027) Figure 19. North America Data Preparation Software Market Share by Application (2016-2027) Figure 20. North America Data Preparation Software Market Share by Country (2016-2027) Figure 21. United States Data Preparation Software Market Size YoY Growth (2016-2027) & (US$ Million) Figure 22. Canada Data Preparation Software Market Size YoY Growth (2016-2027) & (US$ Million) Figure 23. Europe Data Preparation Software Market Size YoY Growth (2016-2027) & (US$ Million) Figure 24. Europe Data Preparation Software Market Share by Type (2016-2027) Figure 25. Europe Data Preparation Software Market Share by Application (2016-2027) Figure 26. Europe Data Preparation Software Market Share by Country (2016-2027) Figure 27. Germany Data Preparation Software Market Size YoY Growth (2016-2027) & (US$ Million) Figure 28. France Data Preparation Software Market Size YoY Growth (2016-2027) & (US$ Million) Figure 29. U.K. Data Preparation Software Market Size YoY Growth (2016-2027) & (US$ Million) Figure 30. Italy Data Preparation Software Market Size YoY Growth (2016-2027) & (US$ Million) Figure 31. Russia Data Preparation Software Market Size YoY Growth (2016-2027) & (US$ Million) Figure 32. Nordic Data Preparation Software Market Size YoY Growth (2016-2027) & (US$ Million) Figure 33. Asia-Pacific Data Preparation Software Market Size YoY Growth (2016-2027) & (US$ Million) Figure 34. Asia-Pacific Data Preparation Software Market Share by Type (2016-2027) Figure 35. Asia-Pacific Data Preparation Software Market Share by Application (2016-2027) Figure 36. Asia-Pacific Data Preparation Software Market Share by Region (2016-2027) Figure 37. China Data Preparation Software Market Size YoY Growth (2016-2027) & (US$ Million) Figure 38. Japan Data Preparation Software Market Size YoY Growth (2016-2027) & (US$ Million) Figure 39. South Korea Data Preparation Software Market Size YoY Growth (2016-2027) & (US$ Million) Figure 40. Southeast Asia Data Preparation Software Market Size YoY Growth (2016-2027) & (US$ Million) Figure 41. India Data Preparation Software Market Size YoY Growth (2016-2027) & (US$ Million) Figure 42. Australia Data Preparation Software Market Size YoY Growth (2016-2027) & (US$ Million) Figure 43. Latin America Data Preparation Software Market Size YoY Growth (2016-2027) & (US$ Million) Figure 44. Latin America Data Preparation Software Market Share by Type (2016-2027) Figure 45. Latin America Data Preparation Software Market Share by Application (2016-2027) Figure 46. Latin America Data Preparation Software Market Share by Country (2016-2027) Figure 47. Mexico Data Preparation Software Market Size YoY Growth (2016-2027) & (US$ Million) Figure 48. Brazil Data Preparation Software Market Size YoY Growth (2016-2027) & (US$ Million) Figure 49. Middle East & Africa Data Preparation Software Market Size YoY Growth (2016-2027) & (US$ Million) Figure 50. Middle East & Africa Data Preparation Software Market Share by Type (2016-2027) Figure 51. Middle East & Africa Data Preparation Software Market Share by Application (2016-2027) Figure 52. Middle East & Africa Data Preparation Software Market Share by Country (2016-2027) Figure 53. Turkey Data Preparation Software Market Size YoY Growth (2016-2027) & (US$ Million) Figure 54. Saudi Arabia Data Preparation Software Market Size YoY Growth (2016-2027) & (US$ Million) Figure 55. UAE Data Preparation Software Market Size YoY Growth (2016-2027) & (US$ Million) Figure 56. Alteryx Revenue Growth Rate in Data Preparation Software Business (2016-2021) Figure 57. Altair Monarch Revenue Growth Rate in Data Preparation Software Business (2016-2021) Figure 58. Tableau Prep Revenue Growth Rate in Data Preparation Software Business (2016-2021) Figure 59. Datameer Revenue Growth Rate in Data Preparation Software Business (2016-2021) Figure 60. IBM Revenue Growth Rate in Data Preparation Software Business (2016-2021) Figure 61. Oracle Revenue Growth Rate in Data Preparation Software Business (2016-2021) Figure 62. Palantir Foundry Revenue Growth Rate in Data Preparation Software Business (2016-2021) Figure 63. Podium Revenue Growth Rate in Data Preparation Software Business (2016-2021) Figure 64. SAP Revenue Growth Rate in Data Preparation Software Business (2016-2021) Figure 65. Talend Revenue Growth Rate in Data Preparation Software Business (2016-2021) Figure 66. Trifacta Revenue Growth Rate in Data Preparation Software Business (2016-2021) Figure 67. Unifi Revenue Growth Rate in Data Preparation Software Business (2016-2021) Figure 68. Bottom-up and Top-down Approaches for This Report Figure 69. Data Triangulation Figure 70. Key Executives Interviewed

Alteryx Altair Monarch Tableau Prep Datameer IBM Oracle Palantir Foundry Podium SAP Talend Trifacta Unifi