# Page 3 | Best Data Preparation Software - 2026 Reviews & Pricing > Page 3 - Find the best Data Preparation Software for your organization. Compare top Data Preparation Software systems with customer reviews, pricing, and free demos. Source: https://www.softwareadvice.com/bi/data-preparation-comparison --- [Home](https://www.softwareadvice.com/) / [Data Preparation Software](https://www.softwareadvice.com/bi/data-preparation-comparison/) / Page 3 Software Advice offers objective insights based on verified user reviews and independent product and market research. When our advisors match you to a software provider, we may earn a referral fee. # Best Data Preparation Software of 2026 - Page 3 Filter products 114 results ### Compare Products Showing 51 - 75 of 114 products #### Company Size - Self-Employed - 2-10 - 11-50 - 51-200 - 201-500 - 501-1000 - 1000+ #### Pricing Options - $$$$$ - $$$$$ - $$$$$ - $$$$$ - $$$$$ ### Compare Products Sort by **Recommendations**: Sorts listings by the number of recommendations our advisors have made over the past 30 days. Our advisors assess buyers’ needs for free and only recommend products that meet buyers’ needs. Vendors pay Software Advice for these referrals. **Reviews**: Sorts listings by the number of user reviews we have published, greatest to least. **Average Rating**: Sorts listings by overall star rating based on user reviews, highest to lowest. **Alphabetically (A-Z)**: Sorts listings by product name from A to Z. [Stratum](https://www.softwareadvice.com/bi/stratum-profile/) Stratum by Silvon is a robust business intelligence solution that was designed to meet the unique needs of business professional...[Read more about Stratum](https://www.softwareadvice.com/bi/stratum-profile/) **4.2** ([48 reviews](https://www.softwareadvice.com/bi/stratum-profile/reviews/)) Free trial Free version [Infor OS](https://www.softwareadvice.com/bi/infor-os-profile/) Infor OS is a web-based networked BI and analytics solution that connects insights from various teams and helps in making inform...[Read more about Infor OS](https://www.softwareadvice.com/bi/infor-os-profile/) **4.1** ([52 reviews](https://www.softwareadvice.com/bi/infor-os-profile/reviews/)) Free trial Free version Integrations Integrations Microsoft Excel Tableau +1 more +0 more +0 more [TapClicks](https://www.softwareadvice.com/bi/tapanalytics-profile/) TapClicks is a smart marketing cloud-based set of automated marketing solutions designed to work in unison, powered by your data...[Read more about TapClicks](https://www.softwareadvice.com/bi/tapanalytics-profile/) **4.3** ([175 reviews](https://www.softwareadvice.com/bi/tapanalytics-profile/reviews/)) Free trial Free version Integrations Integrations Mailchimp QuickBooks Online +36 more +35 more +34 more TapClicks's Best Rated Features 4.29Data Connectors See All TapClicks's Worst Rated Features 3.50Data Visualization See All [Domo](https://www.softwareadvice.com/bi/domo-profile/) Domo is an AI and data products platform that lets anyone use data and AI to create measurable business impact. It brings togeth...[Read more about Domo](https://www.softwareadvice.com/bi/domo-profile/) **4.3** ([330 reviews](https://www.softwareadvice.com/bi/domo-profile/reviews/)) Free trial Free version Integrations Integrations Google Drive Trello +52 more +51 more +50 more Domo's Best Rated Features 4.86Ad hoc Reporting See All Domo's Worst Rated Features 3.83Performance Metrics See All [IBM Cognos Analytics](https://www.softwareadvice.com/bi/ibm-cognos-analytics-profile/) Cognos Analytics is an upgrade to Cognos Business Intelligence (Cognos BI). By adding cognitive guidance, a web-based interface ...[Read more about IBM Cognos Analytics](https://www.softwareadvice.com/bi/ibm-cognos-analytics-profile/) **4.2** ([137 reviews](https://www.softwareadvice.com/bi/ibm-cognos-analytics-profile/reviews/)) Free trial Free version Integrations Integrations Slack IBM Planning Analytics +1 more +0 more +0 more IBM Cognos Analytics's Best Rated Features 4.60Reporting/Analytics See All IBM Cognos Analytics's Worst Rated Features 3.67Ad hoc Reporting See All [Oracle Business Intelligence](https://www.softwareadvice.com/bi/oracle-bi-profile/) Oracle Business Intelligence Suite is a cloud-based solution that helps small to large enterprises gain insights into organizati...[Read more about Oracle Business Intelligence](https://www.softwareadvice.com/bi/oracle-bi-profile/) **4.1** ([90 reviews](https://www.softwareadvice.com/bi/oracle-bi-profile/reviews/)) Free trial Free version [BI4Dynamics](https://www.softwareadvice.com/bi/bi4dynamics-profile/) BI4Dynamics is built on 15 years of BI, data warehouse, and Microsoft Dynamics experience and has been deployed for over 1,000 D...[Read more about BI4Dynamics](https://www.softwareadvice.com/bi/bi4dynamics-profile/) No reviews yet Free trial Free version [Customer Happiness Index](https://www.softwareadvice.com/bi/customer-happiness-index-profile/) Customer Happiness Index is a predictive analytics platform designed to help businesses identify and measure key drivers that im...[Read more about Customer Happiness Index](https://www.softwareadvice.com/bi/customer-happiness-index-profile/) No reviews yet Free trial Free version [Insigna](https://www.softwareadvice.com/low-code-development/insigna-profile/) Insigna - Unified Digital Operations Platform™ offers comprehensive solutions for unification, management & analysis of operatio...[Read more about Insigna](https://www.softwareadvice.com/low-code-development/insigna-profile/) No reviews yet Free trial Free version [Kepler](https://www.softwareadvice.com/bi/kepler-profile/) Kepler is a SaaS AI business platform that redefines how enterprises work with data-driven intelligence. The Kepler platform put...[Read more about Kepler](https://www.softwareadvice.com/bi/kepler-profile/) No reviews yet Free trial Free version [PlaidCloud](https://www.softwareadvice.com/bi/plaidcloud-profile/) PlaidCloud is a comprehensive business analytics platform that combines data analysis tools, flexible workflows, and business pr...[Read more about PlaidCloud](https://www.softwareadvice.com/bi/plaidcloud-profile/) No reviews yet Free trial Free version [Scribble Data Enrich](https://www.softwareadvice.com/bi/scribble-data-enrich-profile/) Scribble Data offers the Enrich Intelligence platform as their flagship product, which serves as a powerful solution for organiz...[Read more about Scribble Data Enrich](https://www.softwareadvice.com/bi/scribble-data-enrich-profile/) No reviews yet Free trial Free version [Tabula](https://www.softwareadvice.com/product/414001-Tabula/) Tabula is a data automation platform that allows business and data teams to work together. The platform has a visual data flow i...[Read more about Tabula](https://www.softwareadvice.com/product/414001-Tabula/) No reviews yet Free trial Free version Integrations Integrations PostgreSQL ChatGPT +2 more +1 more +0 more [teX-ai](https://www.softwareadvice.com/bi/tex-ai-profile/) teX-Ai is an artificial intelligence (AI) based text analytics solution, which helps convert unstructured and complex data into ...[Read more about teX-ai](https://www.softwareadvice.com/bi/tex-ai-profile/) No reviews yet Free trial Free version [MongoDB](https://www.softwareadvice.com/bi/mongodb-profile/) MongoDB is a data platform that combines operational data, vectors, and streaming data within a unified database system. It is d...[Read more about MongoDB](https://www.softwareadvice.com/bi/mongodb-profile/) **4.7** ([469 reviews](https://www.softwareadvice.com/bi/mongodb-profile/reviews/)) Free trial Free version Integrations Integrations Microsoft Excel Tableau +7 more +6 more +5 more MongoDB's Best Rated Features 4.68Multiple Programming Languages Supported See All MongoDB's Worst Rated Features 4.35Database Conversion See All [Gathr](https://www.softwareadvice.com/product/500368-Gathr/) Gathr.ai powers AI with complete data context for higher quality intelligence. With day-zero, high-fidelity data discourse, user...[Read more about Gathr](https://www.softwareadvice.com/product/500368-Gathr/) **4.8** ([22 reviews](https://www.softwareadvice.com/product/500368-Gathr/#reviews)) Free trial Free version Integrations Integrations Google Drive PayPal +52 more +51 more +50 more Gathr's Best Rated Features 5.0Self Service Data Preparation See All Gathr's Worst Rated Features 4.43Third-Party Integrations See All [AnalyticsCreator](https://www.softwareadvice.com/bi/analyticscreator-profile/) AnalyticsCreator is a metadata-driven design studio built to automate and simplify the complete data engineering process—from so...[Read more about AnalyticsCreator](https://www.softwareadvice.com/bi/analyticscreator-profile/) **4.9** ([13 reviews](https://www.softwareadvice.com/bi/analyticscreator-profile/#reviews)) Free trial Free version Integrations Integrations Microsoft Excel Mailchimp +47 more +46 more +45 more AnalyticsCreator's Best Rated Features 4.71Data Mapping See All AnalyticsCreator's Worst Rated Features 3.86Third-Party Integrations See All [Rulex](https://www.softwareadvice.com/bi/rulex-profile/) Rulex is a cloud-based no-code solution that helps businesses streamline data preparation, machine learning, and optimization op...[Read more about Rulex](https://www.softwareadvice.com/bi/rulex-profile/) **4.9** ([15 reviews](https://www.softwareadvice.com/bi/rulex-profile/reviews/)) Free trial Free version Rulex's Best Rated Features 5.0Predictive Analytics See All Rulex's Worst Rated Features 4.14Data Visualization See All [Netwrix Data Classification](https://www.softwareadvice.com/data-governance/netwrix-data-classification-profile/) Netwrix Data Classification helps organizations discover, classify, and control sensitive data across on-premises and cloud envi...[Read more about Netwrix Data Classification](https://www.softwareadvice.com/data-governance/netwrix-data-classification-profile/) **5.0** ([10 reviews](https://www.softwareadvice.com/data-governance/netwrix-data-classification-profile/#reviews)) Free trial Free version [AddMaple](https://www.softwareadvice.com/product/515823-AddMaple/) AddMaple creates instant chart dashboards that let users analyze survey data visually. It also helps conduct AI-enabled thematic...[Read more about AddMaple](https://www.softwareadvice.com/product/515823-AddMaple/) **4.9** ([12 reviews](https://www.softwareadvice.com/product/515823-AddMaple/reviews/)) Free trial Free version Integrations Integrations Google Drive Slack +7 more +6 more +5 more [HumanFirst](https://www.softwareadvice.com/product/463240-HumanFirst/) HumanFirst helps teams with any level of technical expertise transform unstructured text and conversation data into customizable...[Read more about HumanFirst](https://www.softwareadvice.com/product/463240-HumanFirst/) **4.9** ([11 reviews](https://www.softwareadvice.com/product/463240-HumanFirst/#reviews)) Free trial Free version [Jet Analytics](https://www.softwareadvice.com/reporting-tools/jet-analytics-profile/) Jet Analytics is a complete data preparation, automation, and modeling solution designed to help business users build visual rep...[Read more about Jet Analytics](https://www.softwareadvice.com/reporting-tools/jet-analytics-profile/) **4.9** ([8 reviews](https://www.softwareadvice.com/reporting-tools/jet-analytics-profile/#reviews)) Free trial Free version [nuvo](https://www.softwareadvice.com/data-quality/nuvo-profile/) nuvo is a cloud-based and on-premise database platform that helps small to large businesses manage data via cleaning, validation...[Read more about nuvo](https://www.softwareadvice.com/data-quality/nuvo-profile/) **5.0** ([6 reviews](https://www.softwareadvice.com/data-quality/nuvo-profile/#reviews)) Free trial Free version [K2View](https://www.softwareadvice.com/risk-management/k2view-data-fabric-profile/) K2view Data Product Platform gets your data AI-ready: protected, complete, and accessible in a split-second. AI-ready datasets a...[Read more about K2View](https://www.softwareadvice.com/risk-management/k2view-data-fabric-profile/) **4.9** ([8 reviews](https://www.softwareadvice.com/risk-management/k2view-data-fabric-profile/reviews/)) Free trial Free version [AWS for Data](https://www.softwareadvice.com/data-entry/aws-cloud-databases-profile/) AWS-powered data lakes provide unrivalled availability and enable scale, agility, and flexibility. Create and store data on AWS ...[Read more about AWS for Data](https://www.softwareadvice.com/data-entry/aws-cloud-databases-profile/) **4.9** ([7 reviews](https://www.softwareadvice.com/data-entry/aws-cloud-databases-profile/#reviews)) Free trial Free version Integrations Integrations Grafana Amazon QuickSight +2 more +1 more +0 more [1](https://www.softwareadvice.com/bi/data-preparation-comparison/)[2](https://www.softwareadvice.com/bi/data-preparation-comparison/?page=2) 3 [4](https://www.softwareadvice.com/bi/data-preparation-comparison/?page=4)[5](https://www.softwareadvice.com/bi/data-preparation-comparison/?page=5)