--- title: "Best Data Preparation Software 2026 | Capterra" description: "Find the top Data Preparation software of 2026 on Capterra. Based on millions of verified user reviews - compare and filter for whats important to you to find the best tools for your needs." source_url: "https://www.capterra.com/data-preparation-software/" page_type: "category" language: "en" --- # Best Data Preparation Software ## Tableau Rating: 4.6 out of 5 (2,358 reviews) Profile: [Tableau](https://www.capterra.com/p/208764/Tableau/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Business intelligence solution that allows businesses to connect with data sources, build interactive visualizations & share insights. #### Rating breakdown - Ease of Use: 4.1 out of 5 - Customer Service: 4.2 out of 5 - Features: 4.5 out of 5 - Value for Money: 4.2 out of 5 #### Pros and cons based on reviews Pros: - Versatile interactive data visualizations - Flexible dashboard building tools Cons: - High licensing and subscription costs - Slow performance with large datasets #### Starting price Starting price: $15.00 Pricing details: Per User, Per Month Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Analysis Tools: 4.7 rating - Reporting/Analytics: 4.7 rating - Data Integration: 4.7 rating - Data Mapping: 4.8 rating #### Lowest rated features - Data Quality Control: 4.5 rating - AI/Machine Learning: 5.0 rating #### Feature-related review snippet Reviewer: Aj W. Reviewer details: Health, Wellness and Fitness, Self-employed Published: September 1, 2025 > "I has a beautiful interface." ### Gallery tab Ease of use: 4.1 out of 5 (2,358 reviews) #### Related review snippet Reviewer: Verified Reviewer Reviewer details: Non-Profit Organization Management, 51-200 employees Published: February 19, 2026 > "It integrates will with Python and R, and even many of its native features provide clean, highly useful dashboards for communicating both with internal and external stakeholders." ### Integrations tab Tableau connects with 48+ software tools. [See all integrations](https://www.capterra.com/p/208764/Tableau/#integrations) #### Most popular integrations - Microsoft Excel: 4.7 rating - Microsoft SQL Server: 4.6 rating - IBM SPSS Statistics: 4.5 rating - MuleSoft Anypoint Platform: 4.4 rating - Snowflake: 4.7 rating - Dataslayer: 4.7 rating #### Integrations-related review snippet Reviewer: CRISTIANO D. Reviewer details: Hospitality, 5,001-10,000 employees Published: July 11, 2024 > "It is a fast tool, easy to integrate and with many resources" --- ## MongoDB Rating: 4.7 out of 5 (472 reviews) Profile: [MongoDB](https://www.capterra.com/p/127374/MongoDB/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? AI demands adaptability. MongoDB offers flexible, scalable, AI-ready data solutions, eliminating friction and accelerating innovation. #### Rating breakdown - Ease of Use: 4.4 out of 5 - Customer Service: 4.3 out of 5 - Features: 4.6 out of 5 - Value for Money: 4.6 out of 5 #### Pros and cons based on reviews Pros: - Flexible JSON data handling - Seamless JavaScript integrations Cons: - Occasional stability concerns - Limited transaction capabilities #### Starting price Starting price: Not available Pricing details: Flat Rate, Per Month Free trial: No Free demo: No ### Features tab #### Most popular features - Reporting/Analytics: Available - Data Quality Control: Not available - Data Analysis Tools: Not available - Data Integration: Not available - Data Mapping: Not available - Data Extraction: Not available - Big Data Analytics: Not available - AI/Machine Learning: Not available - ETL: Not available - AI Copilot: Not available - Generative AI: Available #### Feature-related review snippet Reviewer: Pranay B. Reviewer details: Computer Software, 10,001+ employees Published: August 17, 2022 > "The user interface is very user friendly, love it" ### Gallery tab Ease of use: 4.4 out of 5 (472 reviews) #### Related review snippet Reviewer: Verified Reviewer Reviewer details: Information Technology and Services, 11-50 employees Published: February 27, 2026 > "flexible schema documents vary in fields, making it ideal for apps and agile development projects." ### Integrations tab MongoDB connects with 8+ software tools. [See all integrations](https://www.capterra.com/p/127374/MongoDB/#integrations) #### Most popular integrations - Microsoft Excel: 4.8 rating - Tableau: 4.6 rating - Microsoft Power BI: 4.6 rating - Qlik Sense: 4.5 rating - SAP BusinessObjects Business Intelligence: 4.3 rating - IBM Cognos Analytics: 4.2 rating #### Integrations-related review snippet Reviewer: Ajay kumar G. Reviewer details: Information Technology and Services, 1-10 employees Published: December 27, 2023 > "The enormity of the built-in options makes this user easy to implement on their project. and easy to integrate with any framework (such as Node.js,Djanco, etc.)." --- ## Sisense Rating: 4.5 out of 5 (378 reviews) Profile: [Sisense](https://www.capterra.com/p/86955/Sisense/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Sisense is an API-first analytics platform that modernizes businesses. #### Rating breakdown - Ease of Use: 4.5 out of 5 - Customer Service: 4.6 out of 5 - Features: 4.3 out of 5 - Value for Money: 4.4 out of 5 #### Pros and cons based on reviews Pros: - Intuitive and flexible data visualization - Responsive and knowledgeable support team Cons: - Frequent bugs and technical challenges #### Starting price Starting price: Not available Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Reporting/Analytics: 3.8 rating - Data Quality Control: 3.3 rating - ETL: 3.0 rating #### Feature-related review snippet Reviewer: Wei Chun T. Reviewer details: Information Technology and Services, 201-500 employees Published: December 5, 2023 > "Sisense is powerful for visualisation and it supports a lot of different type of graphs." ### Gallery tab Ease of use: 4.5 out of 5 (378 reviews) #### Related review snippet Reviewer: Fabio P. Reviewer details: Information Technology and Services, 5,001-10,000 employees Published: November 28, 2024 > "The ElastiCube offers excellent flexibility, enabling custom transformations and efficient querying for large datasets." ### Integrations tab Sisense connects with 106+ software tools. [See all integrations](https://www.capterra.com/p/86955/Sisense/#integrations) #### Most popular integrations - PayPal: 4.6 rating - Salesforce Sales Cloud: 4.4 rating - QuickBooks Online: 4.3 rating - Google Analytics 360: 4.7 rating - Box: 4.4 rating - Microsoft SharePoint: 4.4 rating - Zendesk Suite: 4.4 rating - Xero: 4.4 rating - QuickBooks Online Advanced: 4.4 rating --- Connect with a Capterra advisor for a free 15-minute consultation Get a personalized software list aligned to your business needs with guidance from our expert advisors. ## Zoho Analytics Rating: 4.4 out of 5 (361 reviews) Profile: [Zoho Analytics](https://www.capterra.com/p/129749/Zoho-Analytics/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? AI-powered self-service BI platform that cleans, prepares, and transforms data to uncover meaningful business insights. #### Rating breakdown - Ease of Use: 4.2 out of 5 - Customer Service: 4.2 out of 5 - Features: 4.3 out of 5 - Value for Money: 4.3 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $30.00 Pricing details: Flat Rate, Per Month Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Reporting/Analytics: 4.5 rating - Data Analysis Tools: 4.7 rating - Data Extraction: 3.8 rating - Data Quality Control: 4.0 rating #### Lowest rated features - AI/Machine Learning: 4.0 rating - ETL: 4.0 rating #### Feature-related review snippet Reviewer: Sanjana S. Reviewer details: Marketing and Advertising, 51-200 employees Published: April 9, 2025 > "User friendly interface, cost efficient tool" ### Gallery tab Ease of use: 4.2 out of 5 (361 reviews) #### Related review snippet Reviewer: Parikshit P. Reviewer details: Consumer Goods, 1,001-5,000 employees Published: September 10, 2024 > "This availability of data has helped Pitambari Products Pvt. Ltd. take timely decisions which have directly resulted in finding and tapping new opportunities and plugging the gaps by taking actions resulting in business growth." ### Integrations tab Zoho Analytics connects with 44+ software tools. [See all integrations](https://www.capterra.com/p/129749/Zoho-Analytics/#integrations) #### Most popular integrations - Google Workspace: 4.3 rating - QuickBooks Online: 4.3 rating - Zoho CRM: 4.7 rating - HubSpot CRM: 4.6 rating - Zendesk Suite: 4.4 rating - Microsoft Azure: 4.6 rating #### Integrations-related review snippet Reviewer: Vani S G. Reviewer details: Accounting, 11-50 employees Published: September 10, 2024 > "Ease of use, integration with multiple Softwares, Data sharing options" --- ## Domo Rating: 4.3 out of 5 (331 reviews) Profile: [Domo](https://www.capterra.com/p/119119/Domo/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Domo is the agentic platform for the intelligent enterprise, connecting data, AI, and business operations. #### Rating breakdown - Ease of Use: 4.1 out of 5 - Customer Service: 4.0 out of 5 - Features: 4.3 out of 5 - Value for Money: 4.0 out of 5 #### Pros and cons based on reviews Pros: - Intuitive and flexible interface - Comprehensive business data visualization Cons: - Inconsistent customer support experience - High and complex pricing structure #### Starting price Starting price: Not available Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Reporting/Analytics: 4.2 rating - Data Quality Control: 4.0 rating - Data Analysis Tools: 5.0 rating - Data Extraction: 5.0 rating #### Lowest rated features - Data Integration: 5.0 rating #### Feature-related review snippet Reviewer: Joseph E. Reviewer details: Health, Wellness and Fitness, 11-50 employees Published: October 29, 2025 > "DOMO is very advanced as you can connect just about any platform to it and visualize it anyway you want." ### Gallery tab Ease of use: 4.1 out of 5 (331 reviews) #### Related review snippet Reviewer: Aniruddha T. Reviewer details: Mechanical or Industrial Engineering, 1,001-5,000 employees Published: September 26, 2024 > "All in general, this tool has helped us look at the data for not just manufacturing or operations department but overall all business units in a more automated and customized way which the teams have loved so far." ### Integrations tab Domo connects with 54+ software tools. [See all integrations](https://www.capterra.com/p/119119/Domo/#integrations) #### Most popular integrations - Microsoft Excel: 4.9 rating - HubSpot Marketing Hub: 5.0 rating - Box: 4.4 rating - Smartsheet: 4.5 rating - Toggl Track: 4.7 rating - NetSuite: 4.3 rating - Google Ads: 4.4 rating - Adobe Commerce: 4.3 rating - Harvest: 4.6 rating --- ## Logi Symphony Rating: 4.5 out of 5 (258 reviews) Profile: [Logi Symphony](https://www.capterra.com/p/10005468/Logi-Symphony/) Visible tabs: Overview, Features, Gallery ### Overview tab #### What is this product about? Builder-focused embedded analytics with governed AI, open APIs, flexible deployment, and self-service, custom analytics, and reporting. #### Rating breakdown - Ease of Use: 4.2 out of 5 - Customer Service: 4.6 out of 5 - Features: 4.5 out of 5 - Value for Money: 4.4 out of 5 #### Pros and cons based on reviews Pros: - Extensive customization capabilities - Comprehensive report building tools Cons: - Frequent bugs and usability frustrations #### Starting price Starting price: Not available Pricing details: Other, Per Year Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Reporting/Analytics: 4.5 rating - Data Extraction: 5.0 rating - Data Mapping: 4.0 rating #### Feature-related review snippet Reviewer: Ismail Umar A. Reviewer details: Education Management, 1,001-5,000 employees Published: November 13, 2025 > "Also the internal data management and preparation tools like data cubes visual interface for extract, load and transform has a a great benefit as it allow me to clean, blend and model disparate practise datasets without relying on seperate ETL tools" ### Gallery tab Ease of use: 4.2 out of 5 (258 reviews) #### Related review snippet Reviewer: Ismail Umar A. Reviewer details: Education Management, 1,001-5,000 employees Published: November 13, 2025 > "Also the internal data management and preparation tools like data cubes visual interface for extract, load and transform has a a great benefit as it allow me to clean, blend and model disparate practise datasets without relying on seperate ETL tools" --- ## Stata Rating: 4.5 out of 5 (183 reviews) Profile: [Stata](https://www.capterra.com/p/119880/Stata/) Visible tabs: Overview, Features, Gallery ### Overview tab #### What is this product about? Stata is data analysis software with tools for visualization, statistical analysis, and reporting for researchers and scientists. #### Rating breakdown - Ease of Use: 3.9 out of 5 - Customer Service: 4.1 out of 5 - Features: 4.4 out of 5 - Value for Money: 4.1 out of 5 #### Pros and cons based on reviews Pros: - Comprehensive statistical analysis tools - Accessible and user-friendly design Cons: - High cost and licensing barriers #### Starting price Starting price: $925.00 Pricing details: Flat Rate, Per Year Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Reporting/Analytics: 4.4 rating - Data Quality Control: 4.5 rating - Data Mapping: 4.2 rating - Data Extraction: 5.0 rating ### Gallery tab Ease of use: 3.9 out of 5 (183 reviews) #### Related review snippet Reviewer: Julian V. Reviewer details: Higher Education, 5,001-10,000 employees Published: January 6, 2025 > "Stata allows to perform even the most sophisticated statistical analyses with confidence, due to the intuitive and helpful documentation." --- ## TapClicks Rating: 4.3 out of 5 (175 reviews) Profile: [TapClicks](https://www.capterra.com/p/145227/TapClicks/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? A Unified Marketing Platform Powered by Data and Driven by Automated Intelligence #### Rating breakdown - Ease of Use: 4.0 out of 5 - Customer Service: 4.4 out of 5 - Features: 4.0 out of 5 - Value for Money: 4.0 out of 5 #### Pros and cons based on reviews Pros: - Streamlined client reporting experience - Automated, customizable reporting tools Cons: - Inconsistent and limited data visualization #### Starting price Starting price: $599.00 Pricing details: Flat Rate, Per Month Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Reporting/Analytics: 5.0 rating - Data Mapping: 3.0 rating - Data Quality Control: 3.0 rating #### Feature-related review snippet Reviewer: Roger A. Reviewer details: Marketing and Advertising, 51-200 employees Published: January 21, 2021 > "The UI is very intuitive and easy to use." ### Gallery tab Ease of use: 4.0 out of 5 (175 reviews) #### Related review snippet Reviewer: elena S. Reviewer details: Biotechnology, 11-50 employees Published: March 17, 2025 > "You are able to connect alot of platforms to the app." ### Integrations tab TapClicks connects with 38+ software tools. [See all integrations](https://www.capterra.com/p/145227/TapClicks/#integrations) #### Most popular integrations - QuickBooks Online: 4.3 rating - Google Analytics 360: 4.7 rating - HubSpot Marketing Hub: 5.0 rating - Instagram: 5.0 rating - Meta for Business: 4.4 rating - Twitter/X: 4.5 rating #### Integrations-related review snippet Reviewer: Paola C. Reviewer details: Marketing and Advertising, 11-50 employees Published: January 27, 2021 > "One of the best things about TapClicks is that you have access to many different features and if they don't have it already integrated into their software they will work with you to get it in place." --- ## ClicData Rating: 4.6 out of 5 (145 reviews) Profile: [ClicData](https://www.capterra.com/p/145730/ClicData/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? ClicData is a modern data platform to build your data stack or enhance your existing one with powerful, integrated tools. #### Rating breakdown - Ease of Use: 4.3 out of 5 - Customer Service: 4.7 out of 5 - Features: 4.3 out of 5 - Value for Money: 4.5 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $265.00 Pricing details: Flat Rate, Per Month Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Analysis Tools: 5.0 rating - Reporting/Analytics: 3.7 rating - Data Integration: 5.0 rating - Data Quality Control: 4.0 rating #### Feature-related review snippet Reviewer: Noam B. Reviewer details: Media Production, 11-50 employees Published: January 19, 2023 > "The intuitive user interface makes it easy to learn and use." ### Gallery tab Ease of use: 4.3 out of 5 (145 reviews) #### Related review snippet Reviewer: Mauricio J R. Reviewer details: Legal Services, 11-50 employees Published: September 30, 2023 > "ClicData help us in our daily work, we a re a law firm and we have all information in the palm of our hands, from our case matter software to phones records, CRM, etc." ### Integrations tab ClicData connects with 98+ software tools. [See all integrations](https://www.capterra.com/p/145730/ClicData/#integrations) #### Most popular integrations - Jira: 4.4 rating - QuickBooks Online: 4.3 rating - Box: 4.4 rating - Instagram: 4.7 rating - Zendesk Suite: 4.4 rating - Smartsheet: 4.5 rating #### Integrations-related review snippet Reviewer: Olivier R. Reviewer details: Health, Wellness and Fitness, 1-10 employees Published: March 2, 2022 > "Ease of use and integration of the whole solution, focus on security and observability of the platform" --- ## IBM Cognos Analytics Rating: 4.2 out of 5 (138 reviews) Profile: [IBM Cognos Analytics](https://www.capterra.com/p/240583/IBM-Cognos-Analytics/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? IBM® Cognos Analytics offers AI-powered, self-service capabilities so you can quickly and confidently identify and act on insight. #### Rating breakdown - Ease of Use: 3.8 out of 5 - Customer Service: 3.8 out of 5 - Features: 4.2 out of 5 - Value for Money: 3.9 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $10.60 Pricing details: Per User, Per Month Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Reporting/Analytics: 5.0 rating - Data Quality Control: 5.0 rating ### Gallery tab Ease of use: 3.8 out of 5 (138 reviews) #### Related review snippet Reviewer: Harpreet S. Reviewer details: Automotive, 501-1,000 employees Published: January 17, 2025 > "We can customize our report and distribute easy to all teams." ### Integrations tab IBM Cognos Analytics connects with 2+ software tools. [See all integrations](https://www.capterra.com/p/240583/IBM-Cognos-Analytics/#integrations) #### Most popular integrations - Slack: 4.7 rating - IBM Planning Analytics: 4.2 rating --- ## Phocas Rating: 4.7 out of 5 (136 reviews) Profile: [Phocas](https://www.capterra.com/p/141678/Phocas-Software/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Phocas is a BI and financial software combining reporting, budgeting, and forecasting to help businesses analyze data and plan well. #### Rating breakdown - Ease of Use: 4.6 out of 5 - Customer Service: 4.6 out of 5 - Features: 4.6 out of 5 - Value for Money: 4.6 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $150.00 Pricing details: Flat Rate, Per Month Free trial: No Free demo: No ### Features tab #### Highest rated features - Reporting/Analytics: 4.8 rating - ETL: 5.0 rating - Data Quality Control: 4.0 rating #### Feature-related review snippet Reviewer: Noam B. Reviewer details: Media Production, 11-50 employees Published: January 19, 2023 > "The user interface is intuitive and user-friendly, making it easy to understand the various data points and use them to inform decisions." ### Gallery tab Ease of use: 4.6 out of 5 (136 reviews) #### Related review snippet Reviewer: Eugene S. Reviewer details: Information Technology and Services, 11-50 employees Published: July 14, 2026 > "The drag and drop stuff for the dashboards actually didn't break when I used it which is a shocker." ### Integrations tab Phocas connects with 44+ software tools. [See all integrations](https://www.capterra.com/p/141678/Phocas-Software/#integrations) #### Most popular integrations - Microsoft Excel: 4.8 rating - HubSpot Marketing Hub: 4.5 rating - Dynamics 365: 5.0 rating - NetSuite: 4.0 rating - SAP Business One: 4.3 rating - Acumatica Cloud ERP: 4.4 rating - Dynamics 365 Business Central: 4.1 rating - MYOB Business: 3.9 rating - SAP HANA Cloud: 4.5 rating --- ## Hevo Rating: 4.7 out of 5 (110 reviews) Profile: [Hevo ](https://www.capterra.com/p/176435/Hevo/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Hevo is a no-code, bi-directional data pipeline platform specially built for modern ETL, ELT, and Reverse ETL needs. #### Rating breakdown - Ease of Use: 4.7 out of 5 - Customer Service: 4.7 out of 5 - Features: 4.4 out of 5 - Value for Money: 4.5 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $299.00 Pricing details: Flat Rate, Per Month Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Analysis Tools: 5.0 rating - Data Quality Control: 5.0 rating - ETL: 5.0 rating - Data Mapping: 4.5 rating #### Lowest rated features - Reporting/Analytics: 4.0 rating - Data Integration: 5.0 rating #### Feature-related review snippet Reviewer: Bhavik S. Reviewer details: Retail, 1,001-5,000 employees Published: July 11, 2024 > "User friendly interface" ### Gallery tab Ease of use: 4.7 out of 5 (110 reviews) #### Related review snippet Reviewer: Pratik C. Reviewer details: Financial Services, 11-50 employees Published: June 26, 2025 > "I love the fact that it has so many REST API connectors." ### Integrations tab Hevo connects with 7+ software tools. [See all integrations](https://www.capterra.com/p/176435/Hevo/#integrations) #### Most popular integrations - MySQL: 4.6 rating - PostgreSQL: 4.5 rating - Snowflake: 4.8 rating - BigQuery: 4.7 rating - Databricks: 4.5 rating - Amazon Redshift: 4.7 rating #### Integrations-related review snippet Reviewer: Joan F. Reviewer details: Financial Services, 51-200 employees Published: April 13, 2023 > "I achieved all this with Hevo as a Data Loader and without having to code any integration." --- ## Alteryx Designer Rating: 4.8 out of 5 (102 reviews) Profile: [Alteryx Designer](https://www.capterra.com/p/145696/Alteryx-Designer/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Alteryx unifies analytics, automation, and AI in one, end-to-end platform. #### Rating breakdown - Ease of Use: 4.5 out of 5 - Customer Service: 4.4 out of 5 - Features: 4.7 out of 5 - Value for Money: 4.1 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: Not available Pricing details: Per User, Per Year Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Integration: 4.7 rating - Data Analysis Tools: 4.6 rating - Reporting/Analytics: 4.7 rating - Data Extraction: 5.0 rating #### Lowest rated features - Data Mapping: 4.0 rating - Data Quality Control: 4.3 rating - AI/Machine Learning: 4.5 rating #### Feature-related review snippet Reviewer: Sathishkumar U. Reviewer details: Automotive, 10,001+ employees Published: July 29, 2024 > "With its user-friendly drag-and-drop interface and extensive library of tools, I can automate repetitive tasks and handle intricate data transformations effortlessly." ### Gallery tab Ease of use: 4.5 out of 5 (102 reviews) #### Related review snippet Reviewer: Sathishkumar U. Reviewer details: Automotive, 10,001+ employees Published: July 29, 2024 > "Alteryx excels in seamlessly managing large datasets, enabling me to process and analyze vast amounts of data within seconds, a task that was once cumbersome and time-consuming." ### Integrations tab Alteryx Designer connects with 4+ software tools. [See all integrations](https://www.capterra.com/p/145696/Alteryx-Designer/#integrations) #### Most popular integrations - Tableau: 5.0 rating - Microsoft Azure: 5.0 rating - UiPath: 4.6 rating - Adobe Analytics: 4.5 rating --- ## Oracle Business Intelligence Rating: 4.1 out of 5 (90 reviews) Profile: [Oracle Business Intelligence](https://www.capterra.com/p/180/Oracle-Business-Intelligence/) Visible tabs: Overview, Features ### Overview tab #### What is this product about? Interactive dashboards, ad hoc analysis, proactive intelligence, real-time predictive analytics and mobile analytics. #### Rating breakdown - Ease of Use: 3.7 out of 5 - Customer Service: 3.6 out of 5 - Features: 4.1 out of 5 - Value for Money: 3.8 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $150.00 Pricing details: Per Month Free trial: No Free demo: No ### Features tab #### Most popular features - Reporting/Analytics: Not available - Data Quality Control: Not available - Data Analysis Tools: Not available - Data Integration: Available - Data Mapping: Not available - Data Extraction: Not available - Big Data Analytics: Not available - AI/Machine Learning: Not available - ETL: Not available - AI Copilot: Not available - Generative AI: Not available --- ## Argos Rating: 4.5 out of 5 (73 reviews) Profile: [Argos](https://www.capterra.com/p/170282/Argos/) Visible tabs: Overview, Features, Gallery ### Overview tab #### What is this product about? Flexible, powerful, and easy-to-use reporting tool developed by higher ed experts to help colleges and universities work better. #### Rating breakdown - Ease of Use: 4.2 out of 5 - Customer Service: 4.6 out of 5 - Features: 4.2 out of 5 - Value for Money: 4.5 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: Not available Free trial: No Free demo: No ### Features tab #### Most popular features - Reporting/Analytics: Available - Data Quality Control: Not available - Data Analysis Tools: Not available - Data Integration: Not available - Data Mapping: Not available - Data Extraction: Not available - Big Data Analytics: Not available - AI/Machine Learning: Not available - ETL: Not available - AI Copilot: Not available - Generative AI: Not available ### Gallery tab Ease of use: 4.2 out of 5 (73 reviews) #### Related review snippet Reviewer: Verified Reviewer Reviewer details: Computer Software, 11-50 employees Published: April 12, 2023 > "It helps collate data from different sources." --- ## Elastic Stack Rating: 4.6 out of 5 (70 reviews) Profile: [Elastic Stack](https://www.capterra.com/p/149304/Elasticsearch/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Reliably and securely take data from any source, in any format, then search, analyze, and visualize it in real time. #### Rating breakdown - Ease of Use: 4.1 out of 5 - Customer Service: 3.9 out of 5 - Features: 4.6 out of 5 - Value for Money: 4.5 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $16.00 Pricing details: Per Feature, Per Month Free trial: Yes Free demo: No ### Features tab #### Most popular features - Reporting/Analytics: Available - Data Quality Control: Not available - Data Analysis Tools: Available - Data Integration: Not available - Data Mapping: Not available - Data Extraction: Not available - Big Data Analytics: Not available - AI/Machine Learning: Not available - ETL: Not available - AI Copilot: Not available - Generative AI: Not available #### Feature-related review snippet Reviewer: Phuc N. Reviewer details: Financial Services, 11-50 employees Published: January 6, 2025 > "Given what the open source version offer, I am happy and definitely recommend it for SME and small project. But when it comes to bigger company with lots of customization and integration, it might become challenging" ### Gallery tab Ease of use: 4.1 out of 5 (70 reviews) #### Related review snippet Reviewer: Phuc N. Reviewer details: Financial Services, 11-50 employees Published: January 6, 2025 > "Given what the open source version offer, I am happy and definitely recommend it for SME and small project. But when it comes to bigger company with lots of customization and integration, it might become challenging" ### Integrations tab Elastic Stack connects with 2+ software tools. [See all integrations](https://www.capterra.com/p/149304/Elasticsearch/#integrations) #### Most popular integrations - Slack: 5.0 rating - PagerDuty: 4.6 rating #### Integrations-related review snippet Reviewer: Verified Reviewer Reviewer details: Information Technology and Services, 10,001+ employees Published: August 22, 2022 > "Good SDK support for quick integration with application" --- ## Spotfire Rating: 4.4 out of 5 (60 reviews) Profile: [Spotfire](https://www.capterra.com/p/81277/TIBCO-Spotfire/) Visible tabs: Overview, Features, Gallery ### Overview tab #### What is this product about? Spotfire offers one single environment for adhoc exploration, inline data preparation and data wrangling for analytics applications. #### Rating breakdown - Ease of Use: 3.9 out of 5 - Customer Service: 3.9 out of 5 - Features: 4.4 out of 5 - Value for Money: 4.2 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: Not available Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Big Data Analytics: 5.0 rating - Reporting/Analytics: 5.0 rating - AI/Machine Learning: 4.0 rating #### Feature-related review snippet Reviewer: Surya P. Reviewer details: Information Technology and Services, 10,001+ employees Published: February 4, 2022 > "One of the leading BI / Data Analytics Tool which has been chosen by Formula 1 for lap time and crashes simulator prediction." ### Gallery tab Ease of use: 3.9 out of 5 (60 reviews) #### Related review snippet Reviewer: Tyler K. Reviewer details: Retail, 201-500 employees Published: May 10, 2024 > "Spotfire will allow any end user to enhance their data discovery which will allow for faster decision making." --- ## ActiveBatch Rating: 4.7 out of 5 (56 reviews) Profile: [ActiveBatch](https://www.capterra.com/p/16100/ActiveBatch-Workload-Automation/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Extend the reach of IT teams with easy-to-use workload automation that reliably runs your critical business processes. Get a free demo! #### Rating breakdown - Ease of Use: 4.6 out of 5 - Customer Service: 4.5 out of 5 - Features: 4.7 out of 5 - Value for Money: 4.6 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $10000.00 Pricing details: One Time Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Reporting/Analytics: 4.0 rating #### Feature-related review snippet Reviewer: Mahesh R. Reviewer details: Logistics and Supply Chain, 501-1,000 employees Published: May 8, 2023 > "As a logistics company, activebatch is very useful in planning your daily activities, providing the purchase order for raw materials, track the activities from supplier side, easily generate the reports as required and plan for customer orderOther good feature are good display, has enormous options to work, under interface is excellent" ### Gallery tab Ease of use: 4.6 out of 5 (56 reviews) #### Related review snippet Reviewer: Madhu B. Reviewer details: Information Technology and Services, 10,001+ employees Published: September 19, 2023 > "ActiveBatch has an advanced features that makes it easy to create and manage the complex workflows, without the technical knowledge." ### Integrations tab ActiveBatch connects with 17+ software tools. [See all integrations](https://www.capterra.com/p/16100/ActiveBatch-Workload-Automation/#integrations) #### Most popular integrations - Microsoft SharePoint: 4.4 rating - Microsoft Azure: 4.0 rating - ServiceNow: 4.5 rating - SAP Business One: 4.3 rating - Oracle PeopleSoft: 4.1 rating - SAP Crystal Reports: 4.3 rating - Amazon EC2: 5.0 rating - Oracle E-Business Suite: 4.3 rating - SAP NetWeaver: 4.5 rating --- ## JMP Rating: 4.5 out of 5 (53 reviews) Profile: [JMP](https://www.capterra.com/p/151815/JMP-Statistical-Software/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? With JMP's data preparation, transformation and blending capabilities, you can focus on innovation, experimentation and discovery. #### Rating breakdown - Ease of Use: 4.2 out of 5 - Customer Service: 4.5 out of 5 - Features: 4.4 out of 5 - Value for Money: 4.3 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $1390.00 Pricing details: Per User, Per Year Free trial: Yes Free demo: No ### Features tab #### Most popular features - Reporting/Analytics: Available - Data Quality Control: Available - Data Analysis Tools: Available - Data Integration: Available - Data Mapping: Available - Data Extraction: Available - Big Data Analytics: Available - AI/Machine Learning: Available - ETL: Available - AI Copilot: Not available - Generative AI: Not available #### Feature-related review snippet Reviewer: Verified Reviewer Reviewer details: Information Technology and Services, 10,001+ employees Published: September 26, 2022 > "JMP have helped me in quickly performing exploratory data analysis in my local system on the data to gain insights on customer data and also have allowed me to apply predictive analysis as per the use cases .It have enabled me to quickly deliver presentations from visualizations generated from dashboards." ### Gallery tab Ease of use: 4.2 out of 5 (53 reviews) #### Related review snippet Reviewer: Verified Reviewer Reviewer details: Research, 51-200 employees Published: December 11, 2025 > "This helps with data analysis when new information comes in." ### Integrations tab JMP connects with 21+ software tools. [See all integrations](https://www.capterra.com/p/151815/JMP-Statistical-Software/#integrations) #### Most popular integrations - Microsoft Excel: 4.8 rating - Google Sheets: 4.7 rating - MySQL: 4.6 rating - MATLAB: 4.6 rating - Microsoft SQL Server: 4.6 rating - PostgreSQL: 4.6 rating - Minitab: 4.5 rating - SQLite: 4.4 rating - MariaDB: 5.0 rating --- ## Infor OS Rating: 4.1 out of 5 (52 reviews) Profile: [Infor OS](https://www.capterra.com/p/119914/Birst/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Infor OS is a leader in next-generation BI and analytics, offering agility, automation, and optimization for the entire BI process. #### Rating breakdown - Ease of Use: 4.0 out of 5 - Customer Service: 4.2 out of 5 - Features: 4.0 out of 5 - Value for Money: 4.4 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $100000.00 Pricing details: Per Year Free trial: Yes Free demo: No ### Features tab #### Most popular features - Reporting/Analytics: Available - Data Quality Control: Not available - Data Analysis Tools: Available - Data Integration: Available - Data Mapping: Available - Data Extraction: Available - Big Data Analytics: Available - AI/Machine Learning: Available - ETL: Available - AI Copilot: Not available - Generative AI: Not available #### Feature-related review snippet Reviewer: Turan A. Reviewer details: Automotive, 501-1,000 employees Published: January 17, 2023 > "scalable, easy integration, easy panel and interface, advanced customer support." ### Gallery tab Ease of use: 4.0 out of 5 (52 reviews) #### Related review snippet Reviewer: Mahir L. Reviewer details: Information Technology and Services, 201-500 employees Published: October 27, 2022 > "It's AI and machine learning capacity is incredibly awesome and very very useful to take business decisions ahead of time." ### Integrations tab Infor OS connects with 2+ software tools. [See all integrations](https://www.capterra.com/p/119914/Birst/#integrations) #### Most popular integrations - Microsoft Excel: 4.8 rating - Tableau: 4.6 rating --- ## Stratum Rating: 4.2 out of 5 (48 reviews) Profile: [Stratum](https://www.capterra.com/p/75528/Stratum/) Visible tabs: Overview, Features ### Overview tab #### What is this product about? Business intelligence solution that helps analyze, segment, and boost marketing, customer, manufacturing, and financial performances. #### Rating breakdown - Ease of Use: 3.9 out of 5 - Customer Service: 4.2 out of 5 - Features: 4.0 out of 5 - Value for Money: 4.2 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $50000.00 Pricing details: One Time Free trial: Yes Free demo: No ### Features tab #### Most popular features - Reporting/Analytics: Available - Data Quality Control: Not available - Data Analysis Tools: Available - Data Integration: Available - Data Mapping: Available - Data Extraction: Available - Big Data Analytics: Not available - AI/Machine Learning: Not available - ETL: Available - AI Copilot: Not available - Generative AI: Not available --- ## BroadPeak Rating: 4.9 out of 5 (39 reviews) Profile: [BroadPeak](https://www.capterra.com/p/144697/K3/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? BroadPeak, certified by major global exchanges like ICE, CME, Trayport, B3, and Nodal, simplifies data flows across all your systems. #### Rating breakdown - Ease of Use: 5.0 out of 5 - Customer Service: 4.9 out of 5 - Features: 4.9 out of 5 - Value for Money: 5.0 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: Not available Pricing details: Per Year Free trial: Yes Free demo: No ### Features tab #### Most popular features - Reporting/Analytics: Available - Data Quality Control: Available - Data Analysis Tools: Available - Data Integration: Available - Data Mapping: Available - Data Extraction: Available - Big Data Analytics: Not available - AI/Machine Learning: Not available - ETL: Available - AI Copilot: Not available - Generative AI: Not available #### Feature-related review snippet Reviewer: Rachel K. Reviewer details: Telecommunications, 10,001+ employees Published: July 5, 2021 > "K3 has very intuitive ETL that does not require Python or some other code." ### Gallery tab Ease of use: 5.0 out of 5 (39 reviews) #### Related review snippet Reviewer: Rachel K. Reviewer details: Telecommunications, 10,001+ employees Published: July 5, 2021 > "K3 has very intuitive ETL that does not require Python or some other code." ### Integrations tab BroadPeak connects with 12+ software tools. [See all integrations](https://www.capterra.com/p/144697/K3/#integrations) #### Most popular integrations - Salesforce Sales Cloud: 4.4 rating - Gmail: 4.8 rating - Box: 4.4 rating - Confluence: 4.5 rating - SAP Concur: 4.3 rating - NetSuite: 4.2 rating - Twitter/X: 4.5 rating - Workday HCM: 4.5 rating - LinkedIn for Business: 4.6 rating --- ## TARGIT Decision Suite Rating: 4.5 out of 5 (34 reviews) Profile: [TARGIT Decision Suite](https://www.capterra.com/p/68488/TARGIT-BI-Suite/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? TARGIT offers built-in data preparation tools to cleanse, transform, and model data from multiple sources. #### Rating breakdown - Ease of Use: 4.4 out of 5 - Customer Service: 4.5 out of 5 - Features: 4.4 out of 5 - Value for Money: 4.5 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: Not available Pricing details: One Time Free trial: Yes Free demo: No ### Features tab #### Most popular features - Reporting/Analytics: Available - Data Quality Control: Not available - Data Analysis Tools: Not available - Data Integration: Available - Data Mapping: Available - Data Extraction: Available - Big Data Analytics: Not available - AI/Machine Learning: Not available - ETL: Available - AI Copilot: Not available - Generative AI: Not available ### Gallery tab Ease of use: 4.4 out of 5 (34 reviews) ### Integrations tab TARGIT Decision Suite connects with 17+ software tools. [See all integrations](https://www.capterra.com/p/68488/TARGIT-BI-Suite/#integrations) #### Most popular integrations - Jira: 4.4 rating - Google Analytics 360: 4.7 rating - MySQL: 4.6 rating - Microsoft SQL Server: 4.6 rating - PostgreSQL: 4.6 rating - Prophix One: 4.6 rating - Aloha EPOS: 4.3 rating - Texada: 4.4 rating - Aloha: 4.6 rating --- ## Adobe Audience Manager Rating: 4.4 out of 5 (31 reviews) Profile: [Adobe Audience Manager](https://www.capterra.com/p/168311/Adobe-Audience-Manager/) Visible tabs: Overview, Features ### Overview tab #### What is this product about? DMP system that lets advertisers and publishers get actionable views, create audience segments, and sell to targeted audiences. #### Rating breakdown - Ease of Use: 3.8 out of 5 - Customer Service: 4.2 out of 5 - Features: 4.4 out of 5 - Value for Money: 4.1 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: Not available Pricing details: Per Feature Free trial: No Free demo: No ### Features tab #### Highest rated features - Data Analysis Tools: 4.0 rating - Data Quality Control: 4.0 rating - Data Integration: 3.0 rating #### Feature-related review snippet Reviewer: Sierramae P. Reviewer details: Consumer Services, 10,001+ employees Published: March 31, 2021 > "The set up is very intuitive as well as the menu." --- ## datapine Rating: 4.9 out of 5 (27 reviews) Profile: [datapine](https://www.capterra.com/p/133176/datapine/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Powerful, lean BI software offering an intuitive drag & drop interface and best-in-class data visualization & dashboard features. #### Rating breakdown - Ease of Use: 4.9 out of 5 - Customer Service: 4.9 out of 5 - Features: 4.8 out of 5 - Value for Money: 4.8 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $249.00 Pricing details: Flat Rate, Per Month Free trial: Yes Free demo: No ### Features tab #### Most popular features - Reporting/Analytics: Available - Data Quality Control: Not available - Data Analysis Tools: Not available - Data Integration: Not available - Data Mapping: Not available - Data Extraction: Not available - Big Data Analytics: Not available - AI/Machine Learning: Not available - ETL: Not available - AI Copilot: Not available - Generative AI: Not available #### Feature-related review snippet Reviewer: Verified Reviewer Reviewer details: Consumer Services, 501-1,000 employees Published: January 4, 2023 > "The software is fairly easy to learn and use, and its dashboard functionalities make visualizing and treating our data such a pleasant experience." ### Gallery tab Ease of use: 4.9 out of 5 (27 reviews) #### Related review snippet Reviewer: Verified Reviewer Reviewer details: Consumer Services, 501-1,000 employees Published: January 4, 2023 > "The software is fairly easy to learn and use, and its dashboard functionalities make visualizing and treating our data such a pleasant experience." ### Integrations tab datapine connects with 16+ software tools. [See all integrations](https://www.capterra.com/p/133176/datapine/#integrations) #### Most popular integrations - Dropbox: 4.5 rating - Microsoft Excel: 4.8 rating - Google Analytics 360: 4.7 rating - Instagram: 4.7 rating - Zendesk Suite: 4.4 rating - Microsoft Azure: 4.6 rating #### Integrations-related review snippet Reviewer: Moritz H. Reviewer details: Computer Software, 51-200 employees Published: November 2, 2020 > "I could easily connect through their data connectors option, and immediately start building my analysis." --- Page 1 of 4 ## Top-rated software of 2026 ### Fill out the form and we'll send a list of the top-rated software based on real user reviews directly to your inbox. Filter (132) Products: Sort By: Featured Partners * * * Plan Type Free Trial Popular 85% of professionals opt for a 30-day trial before the software purchase Other subsciption plans: Free Version Monthly Subscription Annual Subscription One-Time License Key Features All key features Popular We have selected the most important and critical features as defined by Capterra user reviews AI Copilot AI/Machine Learning Big Data Analytics Data Analysis Tools Data Extraction Data Integration Data Mapping Data Quality Control ETL Generative AI Reporting/Analytics Deployment Cloud, SaaS, Web-Based Desktop Mac Desktop Windows Desktop Linux On-Premise Windows On-Premise Linux Desktop Chromebook Mobile Android Mobile iPhone Mobile iPad Related Software Category: [Data Management Software](https://www.capterra.com/data-management-software/)[Data Discovery Software](https://www.capterra.com/data-discovery-software/)[Data Collection Software](https://www.capterra.com/data-collection-software/)[Data Analysis Software](https://www.capterra.com/data-analysis-software/)[Big Data Software](https://www.capterra.com/big-data-software/) I'm looking for Data Preparation Software that is: [Free](https://www.capterra.com/data-preparation-software/s/free/)[For Small Businesses](https://www.capterra.com/data-preparation-software/s/small-businesses/)