# Best Big Data Software 2026 | Capterra

> 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: https://www.capterra.com/big-data-software

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# Best Big Data Software

For more information consult our [Big Data Buyers Guide](#buyers-guide-content)

[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

Collaboration Tools

Data Blending

Data Connectors

Data Security

Data Visualization

High Volume Processing

Statistical Analysis

Visual Analytics

0.0 (0)

CData's API Server allows users to publish enterprise-ready REST APIs in minutes, all without custom development. [Learn more about API Server](https://www.capterra.com/p/203078/API-Server/)

Big Data features reviewers most value

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Collaboration Tools

Data Blending

Data Connectors

Data Security

Data Visualization

High Volume Processing

Statistical Analysis

Visual Analytics

[5.0 (3)](https://www.capterra.com/p/173630/Altova-MapForce/#reviews)

MapForce is an any-to-any data integration and ETL tool for graphically defining data mappings for all popular data formats. [Learn more about Altova MapForce](https://www.capterra.com/p/173630/Altova-MapForce/)

Big Data features reviewers most value

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Collaboration Tools

Data Blending

Data Connectors

Data Security

Data Visualization

High Volume Processing

Statistical Analysis

Visual Analytics

Connect with a Capterra advisor for a free 15-minute consultation

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[4.0 (21)](https://www.capterra.com/p/168034/Panoply/reviews/)

Panoply - a managed cloud data warehouse with ELT data connectors and dashboarding capabilities [Learn more about Panoply](https://www.capterra.com/p/168034/Panoply/)

Big Data features reviewers most value

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Collaboration Tools

Data Blending

Data Connectors

Data Security

Data Visualization

High Volume Processing

Statistical Analysis

Visual Analytics

[4.5 (19)](https://www.capterra.com/p/237592/Address-Validator/reviews/)

Validate, standardize, and format global postal addresses instantly — over 240 countries supported. [Learn more about Byteplant Address Validator](https://www.capterra.com/p/237592/Address-Validator/)

Big Data features reviewers most value

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Collaboration Tools

Data Blending

Data Connectors

Data Security

Data Visualization

High Volume Processing

Statistical Analysis

Visual Analytics

[5.0 (2)](https://www.capterra.com/p/10017324/MobiusFlow/#reviews)

MobiusFlow for commissioning, configuring and controlling 1000s of sensors and devices, protocol agnostic, 17+ years in development. [Learn more about MobiusFlow](https://www.capterra.com/p/10017324/MobiusFlow/)

Big Data features reviewers most value

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Collaboration Tools

Data Blending

Data Connectors

Data Security

Data Visualization

High Volume Processing

Statistical Analysis

Visual Analytics

[## Tableau](https://www.capterra.com/p/208764/Tableau/)

[4.6 (2349)](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/)

Big Data features reviewers most value

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Collaboration Tools

Data Blending

Data Connectors

Data Security

Data Visualization

High Volume Processing

Statistical Analysis

Visual Analytics

[## Google Cloud](https://www.capterra.com/p/268690/Google-Cloud-Platform/)

[4.7 (2274)](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

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Collaboration Tools

Data Blending

Data Connectors

Data Security

Data Visualization

High Volume Processing

Statistical Analysis

Visual Analytics

82% recommend this product

[## Microsoft Power BI](https://www.capterra.com/p/176586/Power-BI/)

[4.6 (1872)](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

Collaboration Tools

Data Blending

Data Connectors

Data Security

Data Visualization

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 (644)](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

Collaboration Tools

Data Blending

Data Connectors

Data Security

Data Visualization

High Volume Processing

Statistical Analysis

Visual Analytics

[## Oracle Database](https://www.capterra.com/p/5938/Oracle-Database/)

[4.6 (471)](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

Collaboration Tools

Data Blending

Data Connectors

Data Security

Data Visualization

High Volume Processing

Statistical Analysis

Visual Analytics

[## 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/)

Big Data features reviewers most value

Access Controls/Permissions

Collaboration Tools

Data Blending

Data Connectors

Data Security

Data Visualization

High Volume Processing

Statistical Analysis

Visual Analytics

91% recommend this product

[## vSphere](https://www.capterra.com/p/93512/VMware-Horizon/)

[4.7 (433)](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

Collaboration Tools

Data Blending

Data Connectors

Data Security

Data Visualization

High Volume Processing

Statistical Analysis

Visual Analytics

90% recommend this product

[## Minitab](https://www.capterra.com/p/109731/Minitab-Statistical-Software/)

[4.5 (388)](https://www.capterra.com/p/109731/Minitab-Statistical-Software/reviews/)

Powerful statistical software everyone can use to analyze data and find meaningful solutions to their toughest business problems. [Learn more about Minitab](https://www.capterra.com/p/109731/Minitab-Statistical-Software/)

Big Data features reviewers most value

Access Controls/Permissions

Collaboration Tools

Data Blending

Data Connectors

Data Security

Data Visualization

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

Collaboration Tools

Data Blending

Data Connectors

Data Security

Data Visualization

High Volume Processing

Statistical Analysis

Visual 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 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

Collaboration Tools

Data Blending

Data Connectors

Data Security

Data Visualization

High Volume Processing

Statistical Analysis

Visual Analytics

[## Datadog](https://www.capterra.com/p/135453/Datadog-Cloud-Monitoring/)

[4.6 (358)](https://www.capterra.com/p/135453/Datadog-Cloud-Monitoring/reviews/)

Gain full visibility into your applications and infrastructure with Datadog’s real-time monitoring, security, and analytics. [Learn more about Datadog](https://www.capterra.com/p/135453/Datadog-Cloud-Monitoring/)

Big Data features reviewers most value

Access Controls/Permissions

Collaboration Tools

Data Blending

Data Connectors

Data Security

Data Visualization

High Volume Processing

Statistical Analysis

Visual Analytics

[## Looker](https://www.capterra.com/p/169053/Looker/)

[4.5 (282)](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

Collaboration Tools

Data Blending

Data Connectors

Data Security

Data Visualization

High Volume Processing

Statistical Analysis

Visual Analytics

81% recommend this product

[## Qlik Sense](https://www.capterra.com/p/209809/Qlik-Sense/)

[4.5 (261)](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

Collaboration Tools

Data Blending

Data Connectors

Data Security

Data Visualization

High Volume Processing

Statistical Analysis

Visual Analytics

[## Splunk Enterprise](https://www.capterra.com/p/94317/Splunk/)

[4.6 (260)](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

Collaboration Tools

Data Blending

Data Connectors

Data Security

Data Visualization

High Volume Processing

Statistical Analysis

Visual Analytics

85% recommend this product

[## 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

Collaboration Tools

Data Blending

Data Connectors

Data Security

Data Visualization

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

Collaboration Tools

Data Blending

Data Connectors

Data Security

Data Visualization

High Volume Processing

Statistical Analysis

Visual Analytics

[## 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/)

Big Data features reviewers most value

Access Controls/Permissions

Collaboration Tools

Data Blending

Data Connectors

Data Security

Data Visualization

High Volume Processing

Statistical Analysis

Visual Analytics

[## Phocas](https://www.capterra.com/p/141678/Phocas-Software/)

[4.7 (132)](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

Collaboration Tools

Data Blending

Data Connectors

Data Security

Data Visualization

High Volume Processing

Statistical Analysis

Visual Analytics

92% 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

Collaboration Tools

Data Blending

Data Connectors

Data Security

Data Visualization

High Volume Processing

Statistical Analysis

Visual Analytics

92% recommend this product

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