# The Top 20 Data Preparation Software Check out this list of the top Data Preparation Software products based on user satisfaction. A product's satisfaction score is calculated by a [proprietary algorithm](https://sell.g2.com/g2-scoring-methodologies) that factors in real-user satisfaction ratings from review data. Software buyers can compare products according to their satisfaction scores to streamline the buying process and quickly identify the best products based on the experiences of their peers. 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All SegmentsEnterprise ( \>1000 emp.)Mid-Market (51-1000 emp.)Small Business (50 or fewer emp.)All RegionsEuropeMiddle EastAsiaNorth AmericaLatin AmericaANZ The Top 20 Data Preparation Software [![linkedin](/assets/social-logos/linkedin-afe65e46604a5bd5105ab9c856116204040b6b3f2b2d42562fc8071ca0c48ca0.svg "linkedin")](https://www.linkedin.com/shareArticle?mini=true&summary=Compare+the+best+business+software+and+services+based+on+user+ratings+and+social+data.+Reviews+for+CRM%2C+ERP%2C+CAD%2C+PDM%2C+HR%2C+and+Marketing+software.&title=Highest+Rated+Data+Preparation+Software+in+2026+%7C+G2&url=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-preparation%3Ftab%3Dhighest_rated) [![twitter](/assets/social-logos/twitter-61aaec80434c71387b8f7326e480592eae71c0a65afd051d66fce9b75a9bf417.svg "twitter")](https://twitter.com/intent/tweet?text=Highest+Rated+Data+Preparation+Software+in+2026+%7C+G2&url=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-preparation%3Ftab%3Dhighest_rated&via=G2dotcom) [![facebook](/assets/social-logos/facebook-350d0b410d6b10debcf893050e803a8633d53561aa42807b087b8daf9be3668f.svg "facebook")](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-preparation%3Ftab%3Dhighest_rated) [![gmail](/assets/social-logos/gmail-6db42f21e7c254fae201b112bef0dd15d25223a5cbb32691ce80eab43761eadf.svg "gmail")](https://mail.google.com/mail/?view=cm&fs=1&tf=1&to=&su=Highest+Rated+Data+Preparation+Software+in+2026+%7C+G2&body=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-preparation%3Ftab%3Dhighest_rated%0aCompare+the+best+business+software+and+services+based+on+user+ratings+and+social+data.+Reviews+for+CRM%2C+ERP%2C+CAD%2C+PDM%2C+HR%2C+and+Marketing+software.) [![mail](/assets/social-logos/mail-d55c53b04bf49872e40cd2443b85a99caa23394e6cf154ae32a9d08377c15d86.svg "mail")](mailto:?subject=Highest+Rated+Data+Preparation+Software+in+2026+%7C+G2&body=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-preparation%3Ftab%3Dhighest_rated%0aCompare+the+best+business+software+and+services+based+on+user+ratings+and+social+data.+Reviews+for+CRM%2C+ERP%2C+CAD%2C+PDM%2C+HR%2C+and+Marketing+software.) ![copy_link](/assets/social-logos/copy_link-05d8dc5dc8576fc78425ad34d07241b060878835e555a30417ff41c18335e575.svg "copy\_link") All SegmentsEnterprise ( \>1000 emp.)Mid-Market (51-1000 emp.)Small Business (50 or fewer emp.)All RegionsEuropeMiddle EastAsiaNorth AmericaLatin AmericaANZ [Collapse AllExpand All](#) G2 Satisfaction Score Information Compare [Expand/Collapse Tableau](#) #1 [![Tableau](https://images.g2crowd.com/uploads/product/hd_favicon/335fbdd506ce66a7f19326fbc586410a/tableau-software-tableau.svg)](/products/tableau/reviews) [Tableau](/products/tableau/reviews "Tableau") 100 [Expand/Collapse Tableau](#) Overall Satisfaction Score 100 Top Industries of Reviewers: Information Technology and Services 41% Computer Software 24% Financial Services 18% Higher Education 17% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 8.7 Meets Requirements Average: 9.2 9.0 Ease of Doing Business With Average: 9.0 9.0 Ease of Setup Average: 9.0 8.9 Quality of Support Average: 9.3 8.8 Ease of Admin Average: 8.5 8.9 [Expand/Collapse Alteryx](#) #2 [![Alteryx](https://images.g2crowd.com/uploads/product/hd_favicon/5200f776b24b5976b8f7d151d1d2e8fd/alteryx.svg)](/products/alteryx/reviews) [Alteryx](/products/alteryx/reviews "Alteryx") 94 [Expand/Collapse Alteryx](#) Overall Satisfaction Score 94 Top Industries of Reviewers: Financial Services 33% Accounting 29% Information Technology and Services 23% Banking 15% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 8.9 Meets Requirements Average: 9.2 9.0 Ease of Doing Business With Average: 9.0 8.6 Ease of Setup Average: 9.0 8.6 Quality of Support Average: 9.3 8.6 Ease of Admin Average: 8.5 8.3 [Expand/Collapse SAS Viya](#) #3 [![SAS Viya](https://images.g2crowd.com/uploads/product/hd_favicon/bd7a361df879327ee92c1d048aada28e/sas-sas-viya.svg)](/products/sas-sas-viya/reviews) [SAS Viya](/products/sas-sas-viya/reviews "SAS Viya") 79 [Expand/Collapse SAS Viya](#) Overall Satisfaction Score 79 Top Industries of Reviewers: Pharmaceuticals 32% Banking 27% Higher Education 25% Financial Services 16% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 8.6 Meets Requirements Average: 9.2 8.9 Ease of Doing Business With Average: 9.0 8.9 Ease of Setup Average: 9.0 8.5 Quality of Support Average: 9.3 8.7 Ease of Admin Average: 8.5 8.2 [Expand/Collapse Incorta](#) #4 [![Incorta](https://images.g2crowd.com/uploads/product/hd_favicon/da66eb2ef6aba7202194182a8f8a1db2/incorta.svg)](/products/incorta/reviews) [Incorta](/products/incorta/reviews "Incorta") 77 [Expand/Collapse Incorta](#) Overall Satisfaction Score 77 Top Industries of Reviewers: Information Technology and Services 38% Computer Software 31% Electrical/Electronic Manufacturing 15% Accounting 15% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.6 Meets Requirements Average: 9.2 9.5 Ease of Doing Business With Average: 9.0 9.8 Ease of Setup Average: 9.0 9.9 Quality of Support Average: 9.3 9.5 Ease of Admin Average: 8.5 9.8 [Expand/Collapse DataGroomr](#) #5 [![DataGroomr](https://images.g2crowd.com/uploads/product/hd_favicon/88f53285fbe1386a24ce23f1aa1dd65e/datagroomr.svg)](/products/datagroomr/reviews) [DataGroomr](/products/datagroomr/reviews "DataGroomr") 77 [Expand/Collapse DataGroomr](#) Overall Satisfaction Score 77 Top Industries of Reviewers: Non-Profit Organization Management 40% Computer Software 20% Financial Services 20% Consulting 20% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.3 Meets Requirements Average: 9.2 9.4 Ease of Doing Business With Average: 9.0 9.8 Ease of Setup Average: 9.0 9.3 Quality of Support Average: 9.3 9.8 Ease of Admin Average: 8.5 9.5 [Expand/Collapse Coalesce](#) #6 [![Coalesce](https://images.g2crowd.com/uploads/product/hd_favicon/80063d2f75804a6fc768c478c296cf42/coalesce-coalesce.svg)](/products/coalesce-coalesce/reviews) [Coalesce](/products/coalesce-coalesce/reviews "Coalesce") 73 [Expand/Collapse Coalesce](#) Overall Satisfaction Score 73 Top Industries of Reviewers: Retail 33% Automotive 33% Computer Software 17% Construction 17% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.5 Meets Requirements Average: 9.2 9.3 Ease of Doing Business With Average: 9.0 9.8 Ease of Setup Average: 9.0 8.9 Quality of Support Average: 9.3 9.5 Ease of Admin Average: 8.5 9.3 [Expand/Collapse Solvexia](#) #7 [![Solvexia](https://images.g2crowd.com/uploads/product/hd_favicon/663205575027756c00cf3fbd47310912/solvexia.svg)](/products/solvexia/reviews) [Solvexia](/products/solvexia/reviews "Solvexia") 73 [Expand/Collapse Solvexia](#) Overall Satisfaction Score 73 Top Industries of Reviewers: Financial Services 42% Staffing and Recruiting 37% Computer & Network Security 11% Accounting 11% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.5 Meets Requirements Average: 9.2 9.4 Ease of Doing Business With Average: 9.0 9.7 Ease of Setup Average: 9.0 9.7 Quality of Support Average: 9.3 9.4 Ease of Admin Average: 8.5 9.3 [Expand/Collapse Validity Engage](#) #8 [![Validity Engage](https://images.g2crowd.com/uploads/product/hd_favicon/a2a957663a479001508d10ae62e4ae6b/validity-engage.svg)](/products/validity-engage/reviews) [Validity Engage](/products/validity-engage/reviews "Validity Engage") 70 [Expand/Collapse Validity Engage](#) Overall Satisfaction Score 70 Top Industries of Reviewers: Computer Software 36% Information Technology and Services 31% Financial Services 18% Marketing and Advertising 15% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.1 Meets Requirements Average: 9.2 9.2 Ease of Doing Business With Average: 9.0 9.6 Ease of Setup Average: 9.0 9.4 Quality of Support Average: 9.3 9.3 Ease of Admin Average: 8.5 9.4 [Expand/Collapse Acodis](#) #9 [![Acodis](https://images.g2crowd.com/uploads/product/hd_favicon/3a4aab8f58980338ebc5a55234da84ad/acodis.svg)](/products/acodis/reviews) [Acodis](/products/acodis/reviews "Acodis") 69 [Expand/Collapse Acodis](#) Overall Satisfaction Score 69 Top Industries of Reviewers: Financial Services 33% Construction 33% Business Supplies and Equipment 17% Chemicals 17% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.1 Meets Requirements Average: 9.2 9.2 Ease of Doing Business With Average: 9.0 9.9 Ease of Setup Average: 9.0 9.4 Quality of Support Average: 9.3 9.8 Ease of Admin Average: 8.5 9.6 [Expand/Collapse OWOX](#) #10 [![OWOX](https://images.g2crowd.com/uploads/product/hd_favicon/f3d215c7a7da7c218fcecadfe42a1ed0/owox.svg)](/products/owox/reviews) [OWOX](/products/owox/reviews "OWOX") 69 [Expand/Collapse OWOX](#) Overall Satisfaction Score 69 Top Industries of Reviewers: Marketing and Advertising 38% Information Technology and Services 23% Computer Software 23% Retail 16% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.0 Meets Requirements Average: 9.2 9.7 Ease of Doing Business With Average: 9.0 9.5 Ease of Setup Average: 9.0 9.1 Quality of Support Average: 9.3 9.9 Ease of Admin Average: 8.5 9.1 [Expand/Collapse Domo](#) #11 [![Domo](https://images.g2crowd.com/uploads/product/hd_favicon/1509719093/domo.svg)](/products/domo/reviews) [Domo](/products/domo/reviews "Domo") 69 [Expand/Collapse Domo](#) Overall Satisfaction Score 69 Top Industries of Reviewers: Computer Software 34% Marketing and Advertising 25% Information Technology and Services 23% Hospital & Health Care 17% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 8.7 Meets Requirements Average: 9.2 8.7 Ease of Doing Business With Average: 9.0 8.8 Ease of Setup Average: 9.0 8.3 Quality of Support Average: 9.3 8.0 Ease of Admin Average: 8.5 8.2 [Expand/Collapse Savant Labs](#) #12 [![Savant Labs](https://images.g2crowd.com/uploads/product/hd_favicon/72e8377bbc7f9685606b73d1a79a2216/savant-labs.svg)](/products/savant-labs/reviews) [Savant Labs](/products/savant-labs/reviews "Savant Labs") 65 [Expand/Collapse Savant Labs](#) Overall Satisfaction Score 65 Top Industries of Reviewers: Computer Software 35% Logistics and Supply Chain 30% Information Technology and Services 22% Financial Services 13% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.2 Meets Requirements Average: 9.2 9.0 Ease of Doing Business With Average: 9.0 9.8 Ease of Setup Average: 9.0 9.3 Quality of Support Average: 9.3 9.5 Ease of Admin Average: 8.5 9.2 [Expand/Collapse Gathr.ai](#) #13 [![Gathr.ai](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_841aef6bf751e7ac38ce4a3d5012c3b7/gathr-ai.jpg)](/products/gathr-ai/reviews) [Gathr.ai](/products/gathr-ai/reviews "Gathr.ai") 63 [Expand/Collapse Gathr.ai](#) Overall Satisfaction Score 63 Top Industries of Reviewers: Information Technology and Services 79% Computer Software 13% Accounting 4% Computer & Network Security 4% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.7 Meets Requirements Average: 9.2 9.6 Ease of Doing Business With Average: 9.0 0.0 Ease of Setup Average: 9.0 9.6 Quality of Support Average: 9.3 9.8 Ease of Admin Average: 8.5 0.0 [Expand/Collapse KNIME](#) #14 [![KNIME](https://images.g2crowd.com/uploads/product/hd_favicon/8a540cdf83a0e7e7937efe634c6ab64f/knime-analytics-platform.svg)](/products/knime-analytics-platform/reviews) [KNIME](/products/knime-analytics-platform/reviews "KNIME") 59 [Expand/Collapse KNIME](#) Overall Satisfaction Score 59 Top Industries of Reviewers: Information Technology and Services 56% Higher Education 22% Financial Services 13% Banking 9% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.0 Meets Requirements Average: 9.2 9.1 Ease of Doing Business With Average: 9.0 9.2 Ease of Setup Average: 9.0 8.9 Quality of Support Average: 9.3 8.6 Ease of Admin Average: 8.5 9.0 [Expand/Collapse OneSchema](#) #15 [![OneSchema](https://images.g2crowd.com/uploads/product/hd_favicon/301b5bc4bc50ea679739b32dd97aaec3/oneschema.svg)](/products/oneschema/reviews) [OneSchema](/products/oneschema/reviews "OneSchema") 59 [Expand/Collapse OneSchema](#) Overall Satisfaction Score 59 Top Industries of Reviewers: Computer Software 48% Information Technology and Services 24% Financial Services 14% Accounting 14% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 8.9 Meets Requirements Average: 9.2 9.2 Ease of Doing Business With Average: 9.0 10.0 Ease of Setup Average: 9.0 8.6 Quality of Support Average: 9.3 9.7 Ease of Admin Average: 8.5 8.6 [Expand/Collapse Plauti](#) #16 [![Plauti](https://images.g2crowd.com/uploads/product/hd_favicon/2af8c65025a6d6e15aa247f7c9a99acd/plauti.svg)](/products/plauti/reviews) [Plauti](/products/plauti/reviews "Plauti") 59 [Expand/Collapse Plauti](#) Overall Satisfaction Score 59 Top Industries of Reviewers: Non-Profit Organization Management 46% Computer Software 26% Information Technology and Services 14% Higher Education 14% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.1 Meets Requirements Average: 9.2 9.3 Ease of Doing Business With Average: 9.0 9.5 Ease of Setup Average: 9.0 8.9 Quality of Support Average: 9.3 9.8 Ease of Admin Average: 8.5 8.1 [Expand/Collapse dbt](#) #17 [![dbt](https://images.g2crowd.com/uploads/product/hd_favicon/fb5962d21f726bb78733c336e00ac3ef/dbt.svg)](/products/dbt/reviews) [dbt](/products/dbt/reviews "dbt") 59 [Expand/Collapse dbt](#) Overall Satisfaction Score 59 Top Industries of Reviewers: Information Technology and Services 36% Computer Software 31% Financial Services 24% Marketing and Advertising 10% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.1 Meets Requirements Average: 9.2 9.3 Ease of Doing Business With Average: 9.0 8.3 Ease of Setup Average: 9.0 8.8 Quality of Support Average: 9.3 9.0 Ease of Admin Average: 8.5 9.0 [Expand/Collapse HubSpot Data Hub](#) #18 [![HubSpot Data Hub](https://images.g2crowd.com/uploads/product/hd_favicon/623d45935338f8a4283f9a911c18780c/hubspot-data-hub.svg)](/products/hubspot-data-hub/reviews) [HubSpot Data Hub](/products/hubspot-data-hub/reviews "HubSpot Data Hub") 58 [Expand/Collapse HubSpot Data Hub](#) Overall Satisfaction Score 58 Top Industries of Reviewers: Information Technology and Services 33% Computer Software 29% Marketing and Advertising 26% Real Estate 12% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 8.6 Meets Requirements Average: 9.2 9.1 Ease of Doing Business With Average: 9.0 9.4 Ease of Setup Average: 9.0 8.6 Quality of Support Average: 9.3 9.0 Ease of Admin Average: 8.5 9.2 [Expand/Collapse Omniscope Evo](#) #19 [![Omniscope Evo](https://images.g2crowd.com/uploads/product/hd_favicon/f6b1a9e53f8ddc4f08b31673462e2b84/omniscope-evo.svg)](/products/omniscope-evo/reviews) [Omniscope Evo](/products/omniscope-evo/reviews "Omniscope Evo") 55 [Expand/Collapse Omniscope Evo](#) Overall Satisfaction Score 55 Top Industries of Reviewers: Information Technology and Services 45% Defense & Space 18% Computer Software 18% Chemicals 18% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 8.8 Meets Requirements Average: 9.2 8.9 Ease of Doing Business With Average: 9.0 9.9 Ease of Setup Average: 9.0 8.7 Quality of Support Average: 9.3 9.7 Ease of Admin Average: 8.5 8.9 [Expand/Collapse Qlik Talend Cloud](#) #20 [![Qlik Talend Cloud](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_71454b97c08bc9e02207560be5bcb93a/qlik-talend-cloud.png)](/products/qlik-talend-cloud/reviews) [Qlik Talend Cloud](/products/qlik-talend-cloud/reviews "Qlik Talend Cloud") 54 [Expand/Collapse Qlik Talend Cloud](#) Overall Satisfaction Score 54 Top Industries of Reviewers: Marketing and Advertising 29% Internet 29% Computer Software 29% Telecommunications 14% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 8.9 Meets Requirements Average: 9.2 8.6 Ease of Doing Business With Average: 9.0 9.8 Ease of Setup Average: 9.0 9.4 Quality of Support Average: 9.3 9.8 Ease of Admin Average: 8.5 9.2