# Best Data Preparation Software 2026 | Capterra > 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: https://www.capterra.com/data-preparation-software/s/free --- # Best Data Preparation Software For more information consult our [Data Preparation Buyers Guide](#buyers-guide-content) [4.5 (258)](https://www.capterra.com/p/10005468/Logi-Symphony/reviews/) Logi Symphony: Embedded analytics with patented Data Sharpening & full AI capabilities on-premises where competitors fall short. [Learn more about Logi Symphony](https://www.capterra.com/p/10005468/Logi-Symphony/) Data Preparation features reviewers most value AI/Machine Learning Big Data Analytics Data Analysis Tools Data Extraction Data Integration Data Mapping Data Quality Control ETL Reporting/Analytics 84% recommend this product [4.0 (1)](https://www.capterra.com/p/236580/Zoho-DataPrep/#reviews) Zoho DataPrep is an advanced ETL, AI-powered self-service data preparation tool that helps organizations clean data without coding. [Learn more about Zoho DataPrep](https://www.capterra.com/p/236580/Zoho-DataPrep/) Data Preparation features reviewers most value AI/Machine Learning Big Data Analytics Data Analysis Tools Data Extraction Data Integration Data Mapping Data Quality Control ETL Reporting/Analytics [## Tableau](https://www.capterra.com/p/208764/Tableau/) [4.6 (2350)](https://www.capterra.com/p/208764/Tableau/reviews/) Business intelligence solution that allows businesses to connect with data sources, build interactive visualizations & share insights. [Learn more about Tableau](https://www.capterra.com/p/208764/Tableau/) Data Preparation features reviewers most value AI/Machine Learning Big Data Analytics Data Analysis Tools Data Extraction Data Integration Data Mapping Data Quality Control ETL Reporting/Analytics 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. [## MongoDB](https://www.capterra.com/p/127374/MongoDB/) [4.7 (469)](https://www.capterra.com/p/127374/MongoDB/reviews/) AI demands adaptability. MongoDB offers flexible, scalable, AI-ready data solutions, eliminating friction and accelerating innovation. [Learn more about MongoDB](https://www.capterra.com/p/127374/MongoDB/) Data Preparation features reviewers most value AI/Machine Learning Big Data Analytics Data Analysis Tools Data Extraction Data Integration Data Mapping Data Quality Control ETL Reporting/Analytics 91% recommend this product [## Sisense](https://www.capterra.com/p/86955/Sisense/) [4.5 (378)](https://www.capterra.com/p/86955/Sisense/reviews/) Sisense is an API-first analytics platform that modernizes businesses. [Learn more about Sisense](https://www.capterra.com/p/86955/Sisense/) Data Preparation features reviewers most value AI/Machine Learning Big Data Analytics Data Analysis Tools Data Extraction Data Integration Data Mapping Data Quality Control ETL Reporting/Analytics 84% recommend this product [## Zoho Analytics](https://www.capterra.com/p/129749/Zoho-Analytics/) [4.4 (360)](https://www.capterra.com/p/129749/Zoho-Analytics/reviews/) AI-powered self-service BI platform that cleans, prepares, and transforms data to uncover meaningful business insights. [Learn more about Zoho Analytics](https://www.capterra.com/p/129749/Zoho-Analytics/) Data Preparation features reviewers most value AI/Machine Learning Big Data Analytics Data Analysis Tools Data Extraction Data Integration Data Mapping Data Quality Control ETL Reporting/Analytics [## Domo](https://www.capterra.com/p/119119/Domo/) [4.3 (330)](https://www.capterra.com/p/119119/Domo/reviews/) Domo is an AI and data products platform that unifies end-to-end data management, analytics, and automation in one solution. [Learn more about Domo](https://www.capterra.com/p/119119/Domo/) Data Preparation features reviewers most value AI/Machine Learning Big Data Analytics Data Analysis Tools Data Extraction Data Integration Data Mapping Data Quality Control ETL Reporting/Analytics [## Stata](https://www.capterra.com/p/119880/Stata/) [4.5 (183)](https://www.capterra.com/p/119880/Stata/reviews/) Stata is data analysis software with tools for visualization, statistical analysis, and reporting for researchers and scientists. [Learn more about Stata](https://www.capterra.com/p/119880/Stata/) Data Preparation features reviewers most value AI/Machine Learning Big Data Analytics Data Analysis Tools Data Extraction Data Integration Data Mapping Data Quality Control ETL Reporting/Analytics [## TapClicks](https://www.capterra.com/p/145227/TapClicks/) [4.3 (175)](https://www.capterra.com/p/145227/TapClicks/reviews/) A Unified Marketing Platform Powered by Data and Driven by Automated Intelligence [Learn more about TapClicks](https://www.capterra.com/p/145227/TapClicks/) Data Preparation features reviewers most value AI/Machine Learning Big Data Analytics Data Analysis Tools Data Extraction Data Integration Data Mapping Data Quality Control ETL Reporting/Analytics [## ClicData](https://www.capterra.com/p/145730/ClicData/) [4.6 (145)](https://www.capterra.com/p/145730/ClicData/reviews/) ClicData is a modern data platform to build your data stack or enhance your existing one with powerful, integrated tools. [Learn more about ClicData](https://www.capterra.com/p/145730/ClicData/) Data Preparation features reviewers most value AI/Machine Learning Big Data Analytics Data Analysis Tools Data Extraction Data Integration Data Mapping Data Quality Control ETL Reporting/Analytics 89% recommend this product [## Board](https://www.capterra.com/p/73473/BOARD/) [4.5 (138)](https://www.capterra.com/p/73473/BOARD/reviews/) Board enables continuous planning and greater forecast accuracy, driving confident, aligned decisions [Learn more about Board](https://www.capterra.com/p/73473/BOARD/) Data Preparation features reviewers most value AI/Machine Learning Big Data Analytics Data Analysis Tools Data Extraction Data Integration Data Mapping Data Quality Control ETL Reporting/Analytics 88% recommend this product [## IBM Cognos Analytics](https://www.capterra.com/p/240583/IBM-Cognos-Analytics/) [4.2 (137)](https://www.capterra.com/p/240583/IBM-Cognos-Analytics/reviews/) IBM® Cognos Analytics offers AI-powered, self-service capabilities so you can quickly and confidently identify and act on insight.  [Learn more about IBM Cognos Analytics](https://www.capterra.com/p/240583/IBM-Cognos-Analytics/) Data Preparation features reviewers most value AI/Machine Learning Big Data Analytics Data Analysis Tools Data Extraction Data Integration Data Mapping Data Quality Control ETL Reporting/Analytics [## Phocas](https://www.capterra.com/p/141678/Phocas-Software/) [4.7 (133)](https://www.capterra.com/p/141678/Phocas-Software/reviews/) Phocas is a BI and financial software combining reporting, budgeting, and forecasting to help businesses analyze data and plan well. [Learn more about Phocas](https://www.capterra.com/p/141678/Phocas-Software/) Data Preparation features reviewers most value AI/Machine Learning Big Data Analytics Data Analysis Tools Data Extraction Data Integration Data Mapping Data Quality Control ETL Reporting/Analytics 92% recommend this product [## Hevo](https://www.capterra.com/p/176435/Hevo/) [4.7 (110)](https://www.capterra.com/p/176435/Hevo/reviews/) Hevo is a no-code, bi-directional data pipeline platform specially built for modern ETL, ELT, and Reverse ETL needs. [Learn more about Hevo](https://www.capterra.com/p/176435/Hevo/) Data Preparation features reviewers most value AI/Machine Learning Big Data Analytics Data Analysis Tools Data Extraction Data Integration Data Mapping Data Quality Control ETL Reporting/Analytics 92% recommend this product [## Alteryx Designer](https://www.capterra.com/p/145696/Alteryx-Designer/) [4.8 (101)](https://www.capterra.com/p/145696/Alteryx-Designer/reviews/) Alteryx unifies analytics, automation, and AI in one, end-to-end platform. [Learn more about Alteryx Designer](https://www.capterra.com/p/145696/Alteryx-Designer/) Data Preparation features reviewers most value AI/Machine Learning Big Data Analytics Data Analysis Tools Data Extraction Data Integration Data Mapping Data Quality Control ETL Reporting/Analytics 89% recommend this product [## Oracle Business Intelligence](https://www.capterra.com/p/180/Oracle-Business-Intelligence/) [4.1 (90)](https://www.capterra.com/p/180/Oracle-Business-Intelligence/reviews/) Interactive dashboards, ad hoc analysis, proactive intelligence, real-time predictive analytics and mobile analytics. [Learn more about Oracle Business Intelligence](https://www.capterra.com/p/180/Oracle-Business-Intelligence/) Data Preparation features reviewers most value AI/Machine Learning Big Data Analytics Data Analysis Tools Data Extraction Data Integration Data Mapping Data Quality Control ETL Reporting/Analytics [## Argos](https://www.capterra.com/p/170282/Argos/) [4.5 (73)](https://www.capterra.com/p/170282/Argos/reviews/) Flexible, powerful, and easy-to-use reporting tool developed by higher ed experts to help colleges and universities work better. [Learn more about Argos](https://www.capterra.com/p/170282/Argos/) Data Preparation features reviewers most value AI/Machine Learning Big Data Analytics Data Analysis Tools Data Extraction Data Integration Data Mapping Data Quality Control ETL Reporting/Analytics [## Elastic Stack](https://www.capterra.com/p/149304/Elasticsearch/) [4.6 (70)](https://www.capterra.com/p/149304/Elasticsearch/reviews/) Reliably and securely take data from any source, in any format, then search, analyze, and visualize it in real time. [Learn more about Elastic Stack](https://www.capterra.com/p/149304/Elasticsearch/) Data Preparation features reviewers most value AI/Machine Learning Big Data Analytics Data Analysis Tools Data Extraction Data Integration Data Mapping Data Quality Control ETL Reporting/Analytics [## Spotfire](https://www.capterra.com/p/81277/TIBCO-Spotfire/) [4.4 (60)](https://www.capterra.com/p/81277/TIBCO-Spotfire/reviews/) Spotfire offers one single environment for adhoc exploration, inline data preparation and data wrangling for analytics applications. [Learn more about Spotfire](https://www.capterra.com/p/81277/TIBCO-Spotfire/) Data Preparation features reviewers most value AI/Machine Learning Big Data Analytics Data Analysis Tools Data Extraction Data Integration Data Mapping Data Quality Control ETL Reporting/Analytics [## ActiveBatch](https://www.capterra.com/p/16100/ActiveBatch-Workload-Automation/) [4.7 (56)](https://www.capterra.com/p/16100/ActiveBatch-Workload-Automation/reviews/) Extend the reach of IT teams with easy-to-use workload automation that reliably runs your critical business processes. Get a free demo! [Learn more about ActiveBatch](https://www.capterra.com/p/16100/ActiveBatch-Workload-Automation/) Data Preparation features reviewers most value AI/Machine Learning Big Data Analytics Data Analysis Tools Data Extraction Data Integration Data Mapping Data Quality Control ETL Reporting/Analytics [## JMP](https://www.capterra.com/p/151815/JMP-Statistical-Software/) [4.5 (53)](https://www.capterra.com/p/151815/JMP-Statistical-Software/reviews/) With JMP's data preparation, transformation and blending capabilities, you can focus on innovation, experimentation and discovery. [Learn more about JMP](https://www.capterra.com/p/151815/JMP-Statistical-Software/) Data Preparation features reviewers most value AI/Machine Learning Big Data Analytics Data Analysis Tools Data Extraction Data Integration Data Mapping Data Quality Control ETL Reporting/Analytics [## Infor OS](https://www.capterra.com/p/119914/Birst/) [4.1 (52)](https://www.capterra.com/p/119914/Birst/reviews/) Infor OS is a leader in next-generation BI and analytics, offering agility, automation, and optimization for the entire BI process. [Learn more about Infor OS](https://www.capterra.com/p/119914/Birst/) Data Preparation features reviewers most value AI/Machine Learning Big Data Analytics Data Analysis Tools Data Extraction Data Integration Data Mapping Data Quality Control ETL Reporting/Analytics [## Stratum](https://www.capterra.com/p/75528/Stratum/) [4.2 (48)](https://www.capterra.com/p/75528/Stratum/reviews/) Business intelligence solution that helps analyze, segment, and boost marketing, customer, manufacturing, and financial performances. [Learn more about Stratum](https://www.capterra.com/p/75528/Stratum/) Data Preparation features reviewers most value AI/Machine Learning Big Data Analytics Data Analysis Tools Data Extraction Data Integration Data Mapping Data Quality Control ETL Reporting/Analytics [## BroadPeak](https://www.capterra.com/p/144697/K3/) [4.9 (39)](https://www.capterra.com/p/144697/K3/reviews/) BroadPeak, certified by major global exchanges like ICE, CME, Trayport, B3, and Nodal, simplifies data flows across all your systems. [Learn more about BroadPeak](https://www.capterra.com/p/144697/K3/) Data Preparation features reviewers most value AI/Machine Learning Big Data Analytics Data Analysis Tools Data Extraction Data Integration Data Mapping Data Quality Control ETL Reporting/Analytics [## TARGIT Decision Suite](https://www.capterra.com/p/68488/TARGIT-BI-Suite/) [4.5 (34)](https://www.capterra.com/p/68488/TARGIT-BI-Suite/reviews/) TARGIT offers built-in data preparation tools to cleanse, transform, and model data from multiple sources. [Learn more about TARGIT Decision Suite](https://www.capterra.com/p/68488/TARGIT-BI-Suite/) Data Preparation features reviewers most value AI/Machine Learning Big Data Analytics Data Analysis Tools Data Extraction Data Integration Data Mapping Data Quality Control ETL Reporting/Analytics Page 1 of 6 ## 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 (128) Products: Sort By: Sponsored * * * 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/)