1 Report Overview 1.1 Study Scope 1.2 Market Analysis by Type 1.2.1 Global Data Cleaning Tools Market Size Growth Rate by Type: 2017 VS 2021 VS 2028 1.2.2 Cloud-based 1.2.3 On-premises 1.3 Market by Application 1.3.1 Global Data Cleaning Tools Market Share by Application: 2017 VS 2021 VS 2028 1.3.2 Small and Medium Enterprises (SMEs) 1.3.3 Large Enterprises 1.4 Study Objectives 1.5 Years Considered 2 Global Growth Trends 2.1 Global Data Cleaning Tools Market Perspective (2017-2028) 2.2 Data Cleaning Tools Growth Trends by Region 2.2.1 Data Cleaning Tools Market Size by Region: 2017 VS 2021 VS 2028 2.2.2 Data Cleaning Tools Historic Market Size by Region (2017-2022) 2.2.3 Data Cleaning Tools Forecasted Market Size by Region (2023-2028) 2.3 Data Cleaning Tools Market Dynamics 2.3.1 Data Cleaning Tools Industry Trends 2.3.2 Data Cleaning Tools Market Drivers 2.3.3 Data Cleaning Tools Market Challenges 2.3.4 Data Cleaning Tools Market Restraints 3 Competition Landscape by Key Players 3.1 Global Top Data Cleaning Tools Players by Revenue 3.1.1 Global Top Data Cleaning Tools Players by Revenue (2017-2022) 3.1.2 Global Data Cleaning Tools Revenue Market Share by Players (2017-2022) 3.2 Global Data Cleaning Tools Market Share by Company Type (Tier 1, Tier 2, and Tier 3) 3.3 Players Covered: Ranking by Data Cleaning Tools Revenue 3.4 Global Data Cleaning Tools Market Concentration Ratio 3.4.1 Global Data Cleaning Tools Market Concentration Ratio (CR5 and HHI) 3.4.2 Global Top 10 and Top 5 Companies by Data Cleaning Tools Revenue in 2021 3.5 Data Cleaning Tools Key Players Head office and Area Served 3.6 Key Players Data Cleaning Tools Product Solution and Service 3.7 Date of Enter into Data Cleaning Tools Market 3.8 Mergers & Acquisitions, Expansion Plans 4 Data Cleaning Tools Breakdown Data by Type 4.1 Global Data Cleaning Tools Historic Market Size by Type (2017-2022) 4.2 Global Data Cleaning Tools Forecasted Market Size by Type (2023-2028) 5 Data Cleaning Tools Breakdown Data by Application 5.1 Global Data Cleaning Tools Historic Market Size by Application (2017-2022) 5.2 Global Data Cleaning Tools Forecasted Market Size by Application (2023-2028) 6 North America 6.1 North America Data Cleaning Tools Market Size (2017-2028) 6.2 North America Data Cleaning Tools Market Size by Country (2017-2022) 6.3 North America Data Cleaning Tools Market Size by Country (2023-2028) 6.4 United States 6.5 Canada 7 Europe 7.1 Europe Data Cleaning Tools Market Size (2017-2028) 7.2 Europe Data Cleaning Tools Market Size by Country (2017-2022) 7.3 Europe Data Cleaning Tools Market Size by Country (2023-2028) 7.4 Germany 7.5 France 7.6 U.K. 7.7 Italy 7.8 Russia 7.9 Nordic Countries 8 Asia-Pacific 8.1 Asia-Pacific Data Cleaning Tools Market Size (2017-2028) 8.2 Asia-Pacific Data Cleaning Tools Market Size by Country (2017-2022) 8.3 Asia-Pacific Data Cleaning Tools Market Size by Country (2023-2028) 8.4 China 8.5 Japan 8.6 South Korea 8.7 Southeast Asia 8.8 India 8.9 Australia 9 Latin America 9.1 Latin America Data Cleaning Tools Market Size (2017-2028) 9.2 Latin America Data Cleaning Tools Market Size by Country (2017-2022) 9.3 Latin America Data Cleaning Tools Market Size by Country (2023-2028) 9.4 Mexico 9.5 Brazil 10 Middle East & Africa 10.1 Middle East & Africa Data Cleaning Tools Market Size (2017-2028) 10.2 Middle East & Africa Data Cleaning Tools Market Size by Country (2017-2022) 10.3 Middle East & Africa Data Cleaning Tools Market Size by Country (2023-2028) 10.4 Turkey 10.5 Saudi Arabia 10.6 UAE 11 Key Players Profiles 11.1 Dundas BI 11.1.1 Dundas BI Company Detail 11.1.2 Dundas BI Business Overview 11.1.3 Dundas BI Data Cleaning Tools Introduction 11.1.4 Dundas BI Revenue in Data Cleaning Tools Business (2017-2022) 11.1.5 Dundas BI Recent Development 11.2 IBM 11.2.1 IBM Company Detail 11.2.2 IBM Business Overview 11.2.3 IBM Data Cleaning Tools Introduction 11.2.4 IBM Revenue in Data Cleaning Tools Business (2017-2022) 11.2.5 IBM Recent Development 11.3 Sisense 11.3.1 Sisense Company Detail 11.3.2 Sisense Business Overview 11.3.3 Sisense Data Cleaning Tools Introduction 11.3.4 Sisense Revenue in Data Cleaning Tools Business (2017-2022) 11.3.5 Sisense Recent Development 11.4 Birst 11.4.1 Birst Company Detail 11.4.2 Birst Business Overview 11.4.3 Birst Data Cleaning Tools Introduction 11.4.4 Birst Revenue in Data Cleaning Tools Business (2017-2022) 11.4.5 Birst Recent Development 11.5 Domo 11.5.1 Domo Company Detail 11.5.2 Domo Business Overview 11.5.3 Domo Data Cleaning Tools Introduction 11.5.4 Domo Revenue in Data Cleaning Tools Business (2017-2022) 11.5.5 Domo Recent Development 11.6 ClicData 11.6.1 ClicData Company Detail 11.6.2 ClicData Business Overview 11.6.3 ClicData Data Cleaning Tools Introduction 11.6.4 ClicData Revenue in Data Cleaning Tools Business (2017-2022) 11.6.5 ClicData Recent Development 11.7 Intellicus 11.7.1 Intellicus Company Detail 11.7.2 Intellicus Business Overview 11.7.3 Intellicus Data Cleaning Tools Introduction 11.7.4 Intellicus Revenue in Data Cleaning Tools Business (2017-2022) 11.7.5 Intellicus Recent Development 11.8 Halo 11.8.1 Halo Company Detail 11.8.2 Halo Business Overview 11.8.3 Halo Data Cleaning Tools Introduction 11.8.4 Halo Revenue in Data Cleaning Tools Business (2017-2022) 11.8.5 Halo Recent Development 11.9 Corporater 11.9.1 Corporater Company Detail 11.9.2 Corporater Business Overview 11.9.3 Corporater Data Cleaning Tools Introduction 11.9.4 Corporater Revenue in Data Cleaning Tools Business (2017-2022) 11.9.5 Corporater Recent Development 11.10 Astera Software 11.10.1 Astera Software Company Detail 11.10.2 Astera Software Business Overview 11.10.3 Astera Software Data Cleaning Tools Introduction 11.10.4 Astera Software Revenue in Data Cleaning Tools Business (2017-2022) 11.10.5 Astera Software 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 Cleaning Tools Market Size Growth Rate by Type (US$ Million): 2017 VS 2021 VS 2028 Table 2. Key Players of Cloud-based Table 3. Key Players of On-premises Table 4. Global Data Cleaning Tools Market Size Growth by Application (US$ Million): 2017 VS 2021 VS 2028 Table 5. Global Data Cleaning Tools Market Size by Region (US$ Million): 2017 VS 2021 VS 2028 Table 6. Global Data Cleaning Tools Market Size by Region (2017-2022) & (US$ Million) Table 7. Global Data Cleaning Tools Market Share by Region (2017-2022) Table 8. Global Data Cleaning Tools Forecasted Market Size by Region (2023-2028) & (US$ Million) Table 9. Global Data Cleaning Tools Market Share by Region (2023-2028) Table 10. Data Cleaning Tools Market Trends Table 11. Data Cleaning Tools Market Drivers Table 12. Data Cleaning Tools Market Challenges Table 13. Data Cleaning Tools Market Restraints Table 14. Global Data Cleaning Tools Revenue by Players (2017-2022) & (US$ Million) Table 15. Global Data Cleaning Tools Market Share by Players (2017-2022) Table 16. Global Top Data Cleaning Tools Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Data Cleaning Tools as of 2021) Table 17. Ranking of Global Top Data Cleaning Tools Companies by Revenue (US$ Million) in 2021 Table 18. Global 5 Largest Players Market Share by Data Cleaning Tools Revenue (CR5 and HHI) & (2017-2022) Table 19. Key Players Headquarters and Area Served Table 20. Key Players Data Cleaning Tools Product Solution and Service Table 21. Date of Enter into Data Cleaning Tools Market Table 22. Mergers & Acquisitions, Expansion Plans Table 23. Global Data Cleaning Tools Market Size by Type (2017-2022) & (US$ Million) Table 24. Global Data Cleaning Tools Revenue Market Share by Type (2017-2022) Table 25. Global Data Cleaning Tools Forecasted Market Size by Type (2023-2028) & (US$ Million) Table 26. Global Data Cleaning Tools Revenue Market Share by Type (2023-2028) Table 27. Global Data Cleaning Tools Market Size by Application (2017-2022) & (US$ Million) Table 28. Global Data Cleaning Tools Revenue Market Share by Application (2017-2022) Table 29. Global Data Cleaning Tools Forecasted Market Size by Application (2023-2028) & (US$ Million) Table 30. Global Data Cleaning Tools Revenue Market Share by Application (2023-2028) Table 31. North America Data Cleaning Tools Market Size by Country (2017-2022) & (US$ Million) Table 32. North America Data Cleaning Tools Market Size by Country (2023-2028) & (US$ Million) Table 33. Europe Data Cleaning Tools Market Size by Country (2017-2022) & (US$ Million) Table 34. Europe Data Cleaning Tools Market Size by Country (2023-2028) & (US$ Million) Table 35. Asia-Pacific Data Cleaning Tools Market Size by Region (2017-2022) & (US$ Million) Table 36. Asia-Pacific Data Cleaning Tools Market Size by Region (2023-2028) & (US$ Million) Table 37. Latin America Data Cleaning Tools Market Size by Country (2017-2022) & (US$ Million) Table 38. Latin America Data Cleaning Tools Market Size by Country (2023-2028) & (US$ Million) Table 39. Middle East & Africa Data Cleaning Tools Market Size by Country (2017-2022) & (US$ Million) Table 40. Middle East & Africa Data Cleaning Tools Market Size by Country (2023-2028) & (US$ Million) Table 41. Dundas BI Company Detail Table 42. Dundas BI Business Overview Table 43. Dundas BI Data Cleaning Tools Product Table 44. Dundas BI Revenue in Data Cleaning Tools Business (2017-2022) & (US$ Million) Table 45. Dundas BI Recent Development Table 46. IBM Company Detail Table 47. IBM Business Overview Table 48. IBM Data Cleaning Tools Product Table 49. IBM Revenue in Data Cleaning Tools Business (2017-2022) & (US$ Million) Table 50. IBM Recent Development Table 51. Sisense Company Detail Table 52. Sisense Business Overview Table 53. Sisense Data Cleaning Tools Product Table 54. Sisense Revenue in Data Cleaning Tools Business (2017-2022) & (US$ Million) Table 55. Sisense Recent Development Table 56. Birst Company Detail Table 57. Birst Business Overview Table 58. Birst Data Cleaning Tools Product Table 59. Birst Revenue in Data Cleaning Tools Business (2017-2022) & (US$ Million) Table 60. Birst Recent Development Table 61. Domo Company Detail Table 62. Domo Business Overview Table 63. Domo Data Cleaning Tools Product Table 64. Domo Revenue in Data Cleaning Tools Business (2017-2022) & (US$ Million) Table 65. Domo Recent Development Table 66. ClicData Company Detail Table 67. ClicData Business Overview Table 68. ClicData Data Cleaning Tools Product Table 69. ClicData Revenue in Data Cleaning Tools Business (2017-2022) & (US$ Million) Table 70. ClicData Recent Development Table 71. Intellicus Company Detail Table 72. Intellicus Business Overview Table 73. Intellicus Data Cleaning Tools Product Table 74. Intellicus Revenue in Data Cleaning Tools Business (2017-2022) & (US$ Million) Table 75. Intellicus Recent Development Table 76. Halo Company Detail Table 77. Halo Business Overview Table 78. Halo Data Cleaning Tools Product Table 79. Halo Revenue in Data Cleaning Tools Business (2017-2022) & (US$ Million) Table 80. Halo Recent Development Table 81. Corporater Company Detail Table 82. Corporater Business Overview Table 83. Corporater Data Cleaning Tools Product Table 84. Corporater Revenue in Data Cleaning Tools Business (2017-2022) & (US$ Million) Table 85. Corporater Recent Development Table 86. Astera Software Company Detail Table 87. Astera Software Business Overview Table 88. Astera Software Data Cleaning Tools Product Table 89. Astera Software Revenue in Data Cleaning Tools Business (2017-2022) & (US$ Million) Table 90. Astera Software Recent Development Table 91. Research Programs/Design for This Report Table 92. Key Data Information from Secondary Sources Table 93. Key Data Information from Primary Sources List of Figures Figure 1. Global Data Cleaning Tools Market Share by Type: 2021 VS 2028 Figure 2. Cloud-based Features Figure 3. On-premises Features Figure 4. Global Data Cleaning Tools Market Share by Application in 2021 & 2028 Figure 5. Small and Medium Enterprises (SMEs) Case Studies Figure 6. Large Enterprises Case Studies Figure 7. Data Cleaning Tools Report Years Considered Figure 8. Global Data Cleaning Tools Market Size (US$ Million), Year-over-Year: 2017-2028 Figure 9. Global Data Cleaning Tools Market Size, (US$ Million), 2017 VS 2021 VS 2028 Figure 10. Global Data Cleaning Tools Market Share by Region: 2021 VS 2028 Figure 11. Global Data Cleaning Tools Market Share by Players in 2021 Figure 12. Global Top Data Cleaning Tools Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Data Cleaning Tools as of 2021) Figure 13. The Top 10 and 5 Players Market Share by Data Cleaning Tools Revenue in 2021 Figure 14. North America Data Cleaning Tools Market Size YoY Growth (2017-2028) & (US$ Million) Figure 15. North America Data Cleaning Tools Market Share by Country (2017-2028) Figure 16. United States Data Cleaning Tools Market Size YoY Growth (2017-2028) & (US$ Million) Figure 17. Canada Data Cleaning Tools Market Size YoY Growth (2017-2028) & (US$ Million) Figure 18. Europe Data Cleaning Tools Market Size YoY Growth (2017-2028) & (US$ Million) Figure 19. Europe Data Cleaning Tools Market Share by Country (2017-2028) Figure 20. Germany Data Cleaning Tools Market Size YoY Growth (2017-2028) & (US$ Million) Figure 21. France Data Cleaning Tools Market Size YoY Growth (2017-2028) & (US$ Million) Figure 22. U.K. Data Cleaning Tools Market Size YoY Growth (2017-2028) & (US$ Million) Figure 23. Italy Data Cleaning Tools Market Size YoY Growth (2017-2028) & (US$ Million) Figure 24. Russia Data Cleaning Tools Market Size YoY Growth (2017-2028) & (US$ Million) Figure 25. Nordic Countries Data Cleaning Tools Market Size YoY Growth (2017-2028) & (US$ Million) Figure 26. Asia-Pacific Data Cleaning Tools Market Size YoY Growth (2017-2028) & (US$ Million) Figure 27. Asia-Pacific Data Cleaning Tools Market Share by Region (2017-2028) Figure 28. China Data Cleaning Tools Market Size YoY Growth (2017-2028) & (US$ Million) Figure 29. Japan Data Cleaning Tools Market Size YoY Growth (2017-2028) & (US$ Million) Figure 30. South Korea Data Cleaning Tools Market Size YoY Growth (2017-2028) & (US$ Million) Figure 31. Southeast Asia Data Cleaning Tools Market Size YoY Growth (2017-2028) & (US$ Million) Figure 32. India Data Cleaning Tools Market Size YoY Growth (2017-2028) & (US$ Million) Figure 33. Australia Data Cleaning Tools Market Size YoY Growth (2017-2028) & (US$ Million) Figure 34. Latin America Data Cleaning Tools Market Size YoY Growth (2017-2028) & (US$ Million) Figure 35. Latin America Data Cleaning Tools Market Share by Country (2017-2028) Figure 36. Mexico Data Cleaning Tools Market Size YoY Growth (2017-2028) & (US$ Million) Figure 37. Brazil Data Cleaning Tools Market Size YoY Growth (2017-2028) & (US$ Million) Figure 38. Middle East & Africa Data Cleaning Tools Market Size YoY Growth (2017-2028) & (US$ Million) Figure 39. Middle East & Africa Data Cleaning Tools Market Share by Country (2017-2028) Figure 40. Turkey Data Cleaning Tools Market Size YoY Growth (2017-2028) & (US$ Million) Figure 41. Saudi Arabia Data Cleaning Tools Market Size YoY Growth (2017-2028) & (US$ Million) Figure 42. Dundas BI Revenue Growth Rate in Data Cleaning Tools Business (2017-2022) Figure 43. IBM Revenue Growth Rate in Data Cleaning Tools Business (2017-2022) Figure 44. Sisense Revenue Growth Rate in Data Cleaning Tools Business (2017-2022) Figure 45. Birst Revenue Growth Rate in Data Cleaning Tools Business (2017-2022) Figure 46. Domo Revenue Growth Rate in Data Cleaning Tools Business (2017-2022) Figure 47. ClicData Revenue Growth Rate in Data Cleaning Tools Business (2017-2022) Figure 48. Intellicus Revenue Growth Rate in Data Cleaning Tools Business (2017-2022) Figure 49. Halo Revenue Growth Rate in Data Cleaning Tools Business (2017-2022) Figure 50. Corporater Revenue Growth Rate in Data Cleaning Tools Business (2017-2022) Figure 51. Astera Software Revenue Growth Rate in Data Cleaning Tools Business (2017-2022) Figure 52. Bottom-up and Top-down Approaches for This Report Figure 53. Data Triangulation Figure 54. Key Executives Interviewed

Dundas BI IBM Sisense Birst Domo ClicData Intellicus Halo Corporater Astera Software