--- title: "Best Big Data Software 2026 | Capterra" description: "Find the top Big Data 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/big-data-software/" page_type: "category" language: "en" --- # Best Big Data Software [Free](https://www.capterra.com/big-data-software/s/free/)[For Small Businesses](https://www.capterra.com/big-data-software/s/small-businesses/) [4.6 (37)](https://www.capterra.com/p/268689/Google-Cloud-BigQuery/reviews/) BigQuery is the autonomous data to AI platform, automating the entire data life cycle, from ingestion to AI-driven insights. [Learn more about BigQuery](https://www.capterra.com/p/268689/Google-Cloud-BigQuery/) Big Data features reviewers most value Access Controls/Permissions Data Blending Data Connectors Data Security Data Visualization Forecasting High Volume Processing Statistical Analysis Visual Analytics [4.5 (287)](https://www.capterra.com/p/169053/Looker/reviews/) Looker is a cloud-based and AI-enabled BI platform enabling organizations to explore data, create analytics apps, and share insights. [Learn more about Looker](https://www.capterra.com/p/169053/Looker/) Big Data features reviewers most value Access Controls/Permissions Data Blending Data Connectors Data Security Data Visualization Forecasting High Volume Processing Statistical Analysis Visual Analytics 81% recommend this product [4.4 (12)](https://www.capterra.com/p/10004983/SAS-Viya/#reviews) SAS Viya is a cloud-native AI and analytics platform that integrates data, builds models, and manages cloud infrastructure. [Learn more about SAS Viya](https://www.capterra.com/p/10004983/SAS-Viya/) Big Data features reviewers most value Access Controls/Permissions Data Blending Data Connectors Data Security Data Visualization Forecasting High Volume Processing Statistical Analysis Visual 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. [## Tableau](https://www.capterra.com/p/208764/Tableau/) [4.6 (2362)](https://www.capterra.com/p/208764/Tableau/reviews/) Cloud-based and on-premises analytics platform for data visualization, preparation, KPI monitoring, and AI-assisted insights via. [Learn more about Tableau](https://www.capterra.com/p/208764/Tableau/) Big Data features reviewers most value Access Controls/Permissions Data Blending Data Connectors Data Security Data Visualization Forecasting High Volume Processing Statistical Analysis Visual Analytics [## Google Cloud](https://www.capterra.com/p/268690/Google-Cloud-Platform/) [4.7 (2335)](https://www.capterra.com/p/268690/Google-Cloud-Platform/reviews/) Cloud-based service that allows users to create anything from swebsites to complex applications for businesses of all sizes. [Learn more about Google Cloud](https://www.capterra.com/p/268690/Google-Cloud-Platform/) Big Data features reviewers most value Access Controls/Permissions Data Blending Data Connectors Data Security Data Visualization Forecasting High Volume Processing Statistical Analysis Visual Analytics 82% recommend this product [## MATLAB](https://www.capterra.com/p/125813/MATLAB/) [4.6 (2097)](https://www.capterra.com/p/125813/MATLAB/reviews/) MATLAB is a programming software for engineers and scientists to analyze data, develop algorithms, and create models. [Learn more about MATLAB](https://www.capterra.com/p/125813/MATLAB/) Big Data features reviewers most value Access Controls/Permissions Data Blending Data Connectors Data Security Data Visualization Forecasting High Volume Processing Statistical Analysis Visual Analytics [## Microsoft Power BI](https://www.capterra.com/p/176586/Power-BI/) [4.6 (1893)](https://www.capterra.com/p/176586/Power-BI/reviews/) Microsoft Power BI is business intelligence software that helps users visualize data and generate reports from various applications. [Learn more about Microsoft Power BI](https://www.capterra.com/p/176586/Power-BI/) Big Data features reviewers most value Access Controls/Permissions Data Blending Data Connectors Data Security Data Visualization Forecasting High Volume Processing Statistical Analysis Visual Analytics 81% recommend this product [## IBM SPSS Statistics](https://www.capterra.com/p/250819/IBM-SPSS-Statistics/) [4.5 (645)](https://www.capterra.com/p/250819/IBM-SPSS-Statistics/reviews/) Software is used by a variety of customers to solve industry-specific business issues to drive quality decision-making. [Learn more about IBM SPSS Statistics](https://www.capterra.com/p/250819/IBM-SPSS-Statistics/) Big Data features reviewers most value Access Controls/Permissions Data Blending Data Connectors Data Security Data Visualization Forecasting High Volume Processing Statistical Analysis Visual Analytics [## MongoDB](https://www.capterra.com/p/127374/MongoDB/) [4.7 (473)](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/) Big Data features reviewers most value Access Controls/Permissions Data Blending Data Connectors Data Security Data Visualization Forecasting High Volume Processing Statistical Analysis Visual Analytics 91% recommend this product [## Oracle Database](https://www.capterra.com/p/5938/Oracle-Database/) [4.6 (473)](https://www.capterra.com/p/5938/Oracle-Database/reviews/) Leading enterprise-grade relational database that offers secure data management and transaction processing. [Learn more about Oracle Database](https://www.capterra.com/p/5938/Oracle-Database/) Big Data features reviewers most value Access Controls/Permissions Data Blending Data Connectors Data Security Data Visualization Forecasting High Volume Processing Statistical Analysis Visual Analytics [## vSphere](https://www.capterra.com/p/93512/VMware-Horizon/) [4.7 (434)](https://www.capterra.com/p/93512/VMware-Horizon/reviews/) Cloud-based virtualization platform which helps enterprises with data consolidation, infrastructure security and remote support. [Learn more about vSphere](https://www.capterra.com/p/93512/VMware-Horizon/) Big Data features reviewers most value Access Controls/Permissions Data Blending Data Connectors Data Security Data Visualization Forecasting High Volume Processing Statistical Analysis Visual Analytics 90% recommend this product [## Minitab](https://www.capterra.com/p/109731/Minitab-Statistical-Software/) [4.5 (391)](https://www.capterra.com/p/109731/Minitab-Statistical-Software/reviews/) Statistical software for data analysis, quality improvement, predictive analytics, and process optimization. [Learn more about Minitab](https://www.capterra.com/p/109731/Minitab-Statistical-Software/) Big Data features reviewers most value Access Controls/Permissions Data Blending Data Connectors Data Security Data Visualization Forecasting High Volume Processing Statistical Analysis Visual Analytics [## 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/) Big Data features reviewers most value Access Controls/Permissions Data Blending Data Connectors Data Security Data Visualization Forecasting High Volume Processing Statistical Analysis Visual Analytics 84% recommend this product [## Datadog](https://www.capterra.com/p/135453/Datadog-Cloud-Monitoring/) [4.6 (370)](https://www.capterra.com/p/135453/Datadog-Cloud-Monitoring/reviews/) Cloud-based observability platform unifying infrastructure monitoring, APM, log management, user experience monitoring, and cloud. [Learn more about Datadog](https://www.capterra.com/p/135453/Datadog-Cloud-Monitoring/) Big Data features reviewers most value Access Controls/Permissions Data Blending Data Connectors Data Security Data Visualization Forecasting High Volume Processing Statistical Analysis Visual Analytics [## Zoho Analytics](https://www.capterra.com/p/129749/Zoho-Analytics/) [4.4 (361)](https://www.capterra.com/p/129749/Zoho-Analytics/reviews/) AI-powered self-service BI and analytics platform that scales up to analyze huge data volumes for insights [Learn more about Zoho Analytics](https://www.capterra.com/p/129749/Zoho-Analytics/) Big Data features reviewers most value Access Controls/Permissions Data Blending Data Connectors Data Security Data Visualization Forecasting High Volume Processing Statistical Analysis Visual Analytics [## Splunk Enterprise](https://www.capterra.com/p/94317/Splunk/) [4.6 (267)](https://www.capterra.com/p/94317/Splunk/reviews/) Search, analyze, and visualize data from your entire data ecosystem. Monitor, alert, and report on your operations to drive resilience. [Learn more about Splunk Enterprise](https://www.capterra.com/p/94317/Splunk/) Big Data features reviewers most value Access Controls/Permissions Data Blending Data Connectors Data Security Data Visualization Forecasting High Volume Processing Statistical Analysis Visual Analytics 85% recommend this product [## Qlik Sense](https://www.capterra.com/p/209809/Qlik-Sense/) [4.5 (262)](https://www.capterra.com/p/209809/Qlik-Sense/reviews/) Qlik Sense is a business intelligence (BI) and visual analytics platform that helps global enterprises move faster and work smarter. [Learn more about Qlik Sense](https://www.capterra.com/p/209809/Qlik-Sense/) Big Data features reviewers most value Access Controls/Permissions Data Blending Data Connectors Data Security Data Visualization Forecasting High Volume Processing Statistical Analysis Visual Analytics [## Amazon EC2](https://www.capterra.com/p/219781/EC2/) [4.7 (173)](https://www.capterra.com/p/219781/EC2/reviews/) Secure and resizable compute capacity in the cloud. Launch applications when needed without upfront commitments. [Learn more about Amazon EC2](https://www.capterra.com/p/219781/EC2/) Big Data features reviewers most value Access Controls/Permissions Data Blending Data Connectors Data Security Data Visualization Forecasting High Volume Processing Statistical Analysis Visual Analytics 83% recommend this product [## Wolfram Mathematica](https://www.capterra.com/p/171048/Wolfram-Mathematica/) [4.6 (169)](https://www.capterra.com/p/171048/Wolfram-Mathematica/reviews/) Technical computing system that provides tools for image processing, geometry, visualization, machine learning, data mining, and more. [Learn more about Wolfram Mathematica](https://www.capterra.com/p/171048/Wolfram-Mathematica/) Big Data features reviewers most value Access Controls/Permissions Data Blending Data Connectors Data Security Data Visualization Forecasting High Volume Processing Statistical Analysis Visual Analytics [## IBM Cognos Analytics](https://www.capterra.com/p/240583/IBM-Cognos-Analytics/) [4.2 (139)](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/) Big Data features reviewers most value Access Controls/Permissions Data Blending Data Connectors Data Security Data Visualization Forecasting High Volume Processing Statistical Analysis Visual Analytics [## Phocas](https://www.capterra.com/p/141678/Phocas-Software/) [4.7 (136)](https://www.capterra.com/p/141678/Phocas-Software/reviews/) Phocas provides big data analytics to uncover trends, patterns, correlations or other useful insights that lead to tangible results. [Learn more about Phocas](https://www.capterra.com/p/141678/Phocas-Software/) Big Data features reviewers most value Access Controls/Permissions Data Blending Data Connectors Data Security Data Visualization Forecasting High Volume Processing Statistical Analysis Visual Analytics 91% recommend this product [## Prisync](https://www.capterra.com/p/153451/Prisync/) [4.8 (129)](https://www.capterra.com/p/153451/Prisync/reviews/) Cutting-edge B2B pricing software. Optimize prices, outpace competitors, and increase revenue from one intuitive dashboard. [Learn more about Prisync](https://www.capterra.com/p/153451/Prisync/) Big Data features reviewers most value Access Controls/Permissions Data Blending Data Connectors Data Security Data Visualization Forecasting High Volume Processing Statistical Analysis Visual Analytics 92% recommend this product [## SyncSpider](https://www.capterra.com/p/211760/SyncSpider/) [4.7 (116)](https://www.capterra.com/p/211760/SyncSpider/reviews/) Sync Product, Order & Customer Data Across over +400 ecommerce, ERP, CRM, and marketplace integrations [Learn more about SyncSpider](https://www.capterra.com/p/211760/SyncSpider/) Big Data features reviewers most value Access Controls/Permissions Data Blending Data Connectors Data Security Data Visualization Forecasting High Volume Processing Statistical Analysis Visual Analytics 88% recommend this product [## Matillion](https://www.capterra.com/p/185425/Matillion/) [4.3 (111)](https://www.capterra.com/p/185425/Matillion/reviews/) Matillion powers big data at scale, streamlining pipelines for AI/ML and multi-modal analytics with governance built in. [Learn more about Matillion](https://www.capterra.com/p/185425/Matillion/) Big Data features reviewers most value Access Controls/Permissions Data Blending Data Connectors Data Security Data Visualization Forecasting High Volume Processing Statistical Analysis Visual Analytics [## 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/) Big Data features reviewers most value Access Controls/Permissions Data Blending Data Connectors Data Security Data Visualization Forecasting High Volume Processing Statistical Analysis Visual Analytics 92% recommend this product Page 1 of 7 ## 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 (284) 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 Access Controls/Permissions AI Copilot Collaboration Tools Data Blending Data Connectors Data Security Data Visualization Data Warehousing Forecasting Generative AI High Volume Processing Predictive Analytics Statistical Analysis Third-Party Integrations Trend Analysis Visual 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: [Business Intelligence Software](https://www.capterra.com/business-intelligence-software/)[Dashboard Software](https://www.capterra.com/dashboard-software/)[Data Visualization Software](https://www.capterra.com/data-visualization-software/) I'm looking for Big Data Software that is: [Free](https://www.capterra.com/big-data-software/s/free/)[For Small Businesses](https://www.capterra.com/big-data-software/s/small-businesses/)