--- 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 ## BigQuery Rating: 4.6 out of 5 (37 reviews) Profile: [BigQuery](https://www.capterra.com/p/268689/Google-Cloud-BigQuery/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? BigQuery is the autonomous data to AI platform, automating the entire data life cycle, from ingestion to AI-driven insights. #### Rating breakdown - Ease of Use: 4.4 out of 5 - Customer Service: 3.9 out of 5 - Features: 4.6 out of 5 - Value for Money: 4.2 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $0.01 Pricing details: Flat Rate, Per Month Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Access Controls/Permissions: 4.8 rating - Data Connectors: 4.0 rating - Multiple Data Sources: 5.0 rating - Data Visualization: 3.9 rating #### Lowest rated features - Forecasting: 3.7 rating - Dashboard Creation: 3.0 rating - Ad hoc Reporting: 4.5 rating - Data Discovery: 4.5 rating #### Feature-related review snippet Reviewer: Rishikumar P. Reviewer details: Computer Software, Self-employed Published: February 1, 2023 > "The user interface is intuitive and easy to navigate, making it accessible for users of all skill levels." ### Gallery tab Ease of use: 4.4 out of 5 (37 reviews) #### Related review snippet Reviewer: Sudhakar P. Reviewer details: Banking, 5,001-10,000 employees Published: February 17, 2026 > "This database is integrated with mainframes using BQConhector tool and easy to load data from mainframe to bigquery" ### Integrations tab BigQuery connects with 24+ software tools. [See all integrations](https://www.capterra.com/p/268689/Google-Cloud-BigQuery/#integrations) #### Most popular integrations - Google Analytics 360: 4.8 rating - Google Ads: 4.4 rating - Google Data Studio: 4.3 rating - Looker: 4.5 rating - Remote: 4.4 rating - Built: 4.3 rating #### Integrations-related review snippet Reviewer: Sudhakar P. Reviewer details: Banking, 5,001-10,000 employees Published: February 17, 2026 > "This database is integrated with mainframes using BQConhector tool and easy to load data from mainframe to bigquery" --- ## Looker Rating: 4.5 out of 5 (283 reviews) Profile: [Looker](https://www.capterra.com/p/169053/Looker/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Looker is a cloud-based and AI-enabled BI platform enabling organizations to explore data, create analytics apps, and share insights. #### Rating breakdown - Ease of Use: 4.3 out of 5 - Customer Service: 4.5 out of 5 - Features: 4.4 out of 5 - Value for Money: 4.4 out of 5 #### Pros and cons based on reviews Pros: - Flexible, intuitive data visualization - Efficient collaborative report distribution Cons: - Slow performance with large data #### Starting price Starting price: Not available Pricing details: Other, Per Year Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Visualization: 4.7 rating - Dashboard Creation: 5.0 rating - Data Connectors: 4.8 rating - Multiple Data Sources: 4.8 rating #### Lowest rated features - Ad hoc Reporting: 3.0 rating - Real-Time Data: 4.0 rating - Search/Filter: 4.0 rating - Data Extraction: 4.0 rating #### Feature-related review snippet Reviewer: Matthew H. Reviewer details: Computer Software, Self-employed Published: November 21, 2024 > "The application does a great job at transforming intricate datasets into visuals that can be understood within a short span of time making it simple to detect patterns and insights." ### Gallery tab Ease of use: 4.3 out of 5 (283 reviews) #### Related review snippet Reviewer: Erika G. Reviewer details: Information Technology and Services, 51-200 employees Published: August 11, 2025 > "It has blended data feature which allows to create a single table from different data sources like Google Analytics and Google Search Console." ### Integrations tab Looker connects with 19+ software tools. [See all integrations](https://www.capterra.com/p/169053/Looker/#integrations) #### Most popular integrations - Microsoft Excel: 4.9 rating - Salesforce Sales Cloud: 4.4 rating - Mailchimp: 4.5 rating - Google Workspace: 5.0 rating - Google Analytics 360: 4.9 rating - HubSpot Marketing Hub: 4.8 rating - HubSpot CRM: 4.5 rating - Zendesk Suite: 4.4 rating - Xero: 4.4 rating --- ## SAS Viya Rating: 4.4 out of 5 (12 reviews) Profile: [SAS Viya](https://www.capterra.com/p/10004983/SAS-Viya/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? SAS Viya is a cloud-native AI and analytics platform that integrates data, builds models, and manages cloud infrastructure. #### Rating breakdown - Ease of Use: 4.1 out of 5 - Customer Service: 3.9 out of 5 - Features: 4.4 out of 5 - Value for Money: 3.7 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 - Statistical Analysis: 4.5 rating - Data Blending: 5.0 rating - Forecasting: 5.0 rating - Data Transformation: 4.0 rating #### Lowest rated features - Data Visualization: 4.0 rating - Visual Analytics: 4.0 rating ### Gallery tab Ease of use: 4.1 out of 5 (12 reviews) ### Integrations tab SAS Viya connects with 38+ software tools. [See all integrations](https://www.capterra.com/p/10004983/SAS-Viya/#integrations) #### Most popular integrations - Google Drive: 4.8 rating - OneDrive: 4.5 rating - Google Analytics 360: 4.7 rating - Twitter/X: 4.5 rating - YouTube: 4.7 rating - Facebook Business Suite: 4.3 rating - Azure Synapse Analytics: 4.3 rating - Red Hat Enterprise Linux: 4.6 rating - Databricks: 4.5 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. ## API Server Profile: [API Server](https://www.capterra.com/p/203078/API-Server/) Visible tabs: Overview, Features, Gallery ### Overview tab #### What is this product about? CData's API Server allows users to publish enterprise-ready REST APIs in minutes, all without custom development. #### Pros and cons based on reviews Not available #### Starting price Starting price: Not available Pricing details: Usage Based Free trial: No Free demo: No ### Features tab #### Most popular features - Data Visualization: Available - High Volume Processing: Not available - Data Connectors: Available - Access Controls/Permissions: Available - Statistical Analysis: Not available - Data Blending: Available - Data Security: Available - Visual Analytics: Not available - Forecasting: Not available - Collaboration Tools: Not available - Third-Party Integrations: Available - Predictive Analytics: Not available ### Gallery tab --- ## Altova MapForce Rating: 5.0 out of 5 (3 reviews) Profile: [Altova MapForce](https://www.capterra.com/p/173630/Altova-MapForce/) Visible tabs: Overview, Features, Gallery ### Overview tab #### What is this product about? MapForce is an any-to-any data integration and ETL tool for graphically defining data mappings for all popular data formats. #### Rating breakdown - Ease of Use: 5.0 out of 5 - Customer Service: 4.0 out of 5 - Features: 5.0 out of 5 - Value for Money: 5.0 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $289.00 Pricing details: Flat Rate, One Time Free trial: Yes Free demo: No ### Features tab #### Most popular features - Data Visualization: Not available - High Volume Processing: Not available - Data Connectors: Not available - Access Controls/Permissions: Not available - Statistical Analysis: Not available - Data Blending: Not available - Data Security: Not available - Visual Analytics: Not available - Forecasting: Not available - Collaboration Tools: Not available - Third-Party Integrations: Not available - Predictive Analytics: Not available ### Gallery tab Ease of use: 5.0 out of 5 (3 reviews) --- ## Panoply Rating: 4.0 out of 5 (21 reviews) Profile: [Panoply](https://www.capterra.com/p/168034/Panoply/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Panoply - a managed cloud data warehouse with ELT data connectors and dashboarding capabilities #### Rating breakdown - Ease of Use: 4.2 out of 5 - Customer Service: 4.3 out of 5 - Features: 3.8 out of 5 - Value for Money: 4.1 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $199.00 Pricing details: Flat Rate Free trial: Yes Free demo: Yes ### Features tab #### Most popular features - Data Visualization: Not available - High Volume Processing: Not available - Data Connectors: Available - Access Controls/Permissions: Not available - Statistical Analysis: Not available - Data Blending: Available - Data Security: Available - Visual Analytics: Not available - Forecasting: Not available - Collaboration Tools: Not available - Third-Party Integrations: Available - Predictive Analytics: Not available ### Gallery tab Ease of use: 4.2 out of 5 (21 reviews) ### Integrations tab Panoply connects with 39+ software tools. [See all integrations](https://www.capterra.com/p/168034/Panoply/#integrations) #### Most popular integrations - Trello: 4.5 rating - Dropbox: 4.5 rating - Microsoft Excel: 4.8 rating - Mailchimp: 4.5 rating - Intercom: 4.5 rating - Typeform: 4.7 rating - JIRA Service Management: 4.5 rating - Marketo Engage: 4.3 rating - Salesforce Platform: 4.4 rating --- ## Byteplant Address Validator Rating: 4.5 out of 5 (19 reviews) Profile: [Byteplant Address Validator](https://www.capterra.com/p/237592/Address-Validator/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Byteplant’s Address-Validator is a global address verification API and batch data management tool covering 240+ countries. It helps bus #### 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: 4.3 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $18.00 Pricing details: Usage Based, One Time Free trial: Yes Free demo: Yes ### Features tab #### Most popular features - Data Visualization: Available - High Volume Processing: Available - Data Connectors: Available - Access Controls/Permissions: Not available - Statistical Analysis: Available - Data Blending: Available - Data Security: Available - Visual Analytics: Available - Forecasting: Not available - Collaboration Tools: Not available - Third-Party Integrations: Available - Predictive Analytics: Not available ### Gallery tab Ease of use: 4.7 out of 5 (19 reviews) ### Integrations tab Byteplant Address Validator connects with 6+ software tools. [See all integrations](https://www.capterra.com/p/237592/Address-Validator/#integrations) #### Most popular integrations - Zapier: 5.0 rating - Make: 4.8 rating - SAP S/4HANA Cloud: 4.3 rating - Salesforce.org Nonprofit Cloud: 4.7 rating - Infor M3: 4.3 rating - JTL: 3.4 rating --- ## Tableau Rating: 4.6 out of 5 (2,357 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 Visualization: 4.9 rating - Reporting/Analytics: 4.9 rating - Data Connectors: 4.6 rating - Dashboard Creation: 5.0 rating #### Lowest rated features - Data Transformation: 3.5 rating - Trend Analysis: 4.8 rating - Access Controls/Permissions: 5.0 rating - Collaboration Tools: 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 (2,357 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 24+ software tools. [See all integrations](https://www.capterra.com/p/208764/Tableau/#integrations) #### Most popular integrations - Salesforce Sales Cloud: 4.7 rating - Procore: 4.5 rating - TapClicks: 4.3 rating - Jedox: 4.4 rating - Alteryx Designer: 4.6 rating - Infor OS: 4.1 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" --- ## Google Cloud Rating: 4.7 out of 5 (2,315 reviews) Profile: [Google Cloud](https://www.capterra.com/p/268690/Google-Cloud-Platform/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Cloud-based service that allows users to create anything from swebsites to complex applications for businesses of all sizes. #### Rating breakdown - Ease of Use: 4.5 out of 5 - Customer Service: 4.3 out of 5 - Features: 4.6 out of 5 - Value for Money: 4.4 out of 5 #### Pros and cons based on reviews Pros: - Comprehensive data management platform - Seamless multi-device accessibility Cons: - Limited and slow customer support - Occasional slow performance issues #### Starting price Starting price: Not available Pricing details: Usage Based, Per Month Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Access Controls/Permissions: 4.7 rating - API: 4.9 rating - Data Visualization: 4.6 rating - Reporting/Analytics: 4.6 rating #### Lowest rated features - Data Connectors: 4.6 rating - Collaboration Tools: 4.6 rating - High Volume Processing: 4.6 rating - Data Discovery: 4.6 rating #### Feature-related review snippet Reviewer: Verified Reviewer Reviewer details: Marketing and Advertising, Self-employed Published: April 1, 2026 > "I like that it's quite easy to navigate, you don't get lost in the depth of an unnecessary complex interface" ### Gallery tab Ease of use: 4.5 out of 5 (2,315 reviews) #### Related review snippet Reviewer: Mike P. Reviewer details: Construction, 51-200 employees Published: July 7, 2026 > "It is built to seamlessly pipe documents from raw storage into intelligent data pipelines, converting unstructured paperwork into actionable business infrastructure" ### Integrations tab Google Cloud connects with 33+ software tools. [See all integrations](https://www.capterra.com/p/268690/Google-Cloud-Platform/#integrations) #### Most popular integrations - Slack: 4.8 rating - Webex Suite: 4.4 rating - Telegram: 3.8 rating - Stripe: 4.6 rating - SendGrid: 4.2 rating - Splunk Enterprise: 4.6 rating #### Integrations-related review snippet Reviewer: Matthew M. Reviewer details: Health, Wellness and Fitness, Self-employed Published: March 26, 2026 > "Great integration with other Google tools If you’re already using Google Workspace, Gmail, or Google Analytics, everything connects pretty seamlessly." --- ## Microsoft Power BI Rating: 4.6 out of 5 (1,888 reviews) Profile: [Microsoft Power BI](https://www.capterra.com/p/176586/Power-BI/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Microsoft Power BI is business intelligence software that helps users visualize data and generate reports from various applications. #### 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: 4.4 out of 5 #### Pros and cons based on reviews Pros: - Interactive and customizable dashboards - Intuitive business data visualizations Cons: - Resource-intensive with large datasets - Complex and unintuitive navigation #### Starting price Starting price: $10.00 Pricing details: Per User, Per Month Free trial: No Free demo: No ### Features tab #### Highest rated features - Data Visualization: 4.8 rating - Reporting/Analytics: 4.7 rating - Data Connectors: 4.5 rating - High Volume Processing: 4.5 rating #### Lowest rated features - Data Cleansing: 4.6 rating - Data Transformation: 4.0 rating - Ad hoc Reporting: 4.3 rating - Data Blending: 4.6 rating #### Feature-related review snippet Reviewer: Bien C. Reviewer details: Food Production, 10,001+ employees Published: May 11, 2025 > "The user-friendly interface makes it accessible for beginners, while still offering advanced features for experienced users." ### Gallery tab Ease of use: 4.1 out of 5 (1,888 reviews) #### Related review snippet Reviewer: Gabriel I. Reviewer details: Financial Services, 1,001-5,000 employees Published: July 5, 2026 > "The ability to create interactive dashboards, automate reporting, and build data models using Power Query and DAX significantly improves reporting efficiency and supports better business decisions" ### Integrations tab Microsoft Power BI connects with 11+ software tools. [See all integrations](https://www.capterra.com/p/176586/Power-BI/#integrations) #### Most popular integrations - Microsoft Excel: 4.7 rating - Salesforce Sales Cloud: 4.4 rating - Microsoft 365: 4.7 rating - OneDrive: 4.5 rating - Microsoft Teams: 4.5 rating - QuickBooks Online: 4.3 rating #### Integrations-related review snippet Reviewer: Eric R. Reviewer details: Information Technology and Services, 51-200 employees Published: September 18, 2023 > "PowerBI integrates seamlessly with other Microsoft products which are widely used such as Microsoft Excel and also is very user-friendly which is a huge plus." --- ## IBM SPSS Statistics Rating: 4.5 out of 5 (644 reviews) Profile: [IBM SPSS Statistics](https://www.capterra.com/p/250819/IBM-SPSS-Statistics/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Software is used by a variety of customers to solve industry-specific business issues to drive quality decision-making. #### Rating breakdown - Ease of Use: 4.0 out of 5 - Customer Service: 4.1 out of 5 - Features: 4.4 out of 5 - Value for Money: 4.2 out of 5 #### Pros and cons based on reviews Pros: - Essential tool for research - Comprehensive predictive analytics platform Cons: - Steep learning curve and complexity - High cost and complex licensing #### Starting price Starting price: $99.00 Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Statistical Analysis: 5.0 rating - Data Visualization: 4.6 rating - Reporting/Analytics: 4.5 rating - High Volume Processing: 4.8 rating #### Lowest rated features - Collaboration Tools: 4.0 rating - Data Cleansing: 4.6 rating - Predictive Analytics: 4.6 rating - Data Discovery: 4.7 rating #### Feature-related review snippet Reviewer: Dominik M. Reviewer details: Religious Institutions, 11-50 employees Published: January 10, 2023 > "Even newcomers can quickly get to grips with SPSS after a short familiarization period thanks to the graphical and guided interface." ### Gallery tab Ease of use: 4.0 out of 5 (644 reviews) #### Related review snippet Reviewer: Viviana B. Reviewer details: Paper & Forest Products, 10,001+ employees Published: November 13, 2024 > "We selected IBM SPSS Statistics mainly for its effective analysis of a large amount of data that characterizes the manufacturing industry, as well as for its efficiency in predictive modeling." ### Integrations tab IBM SPSS Statistics connects with 1+ software tools. [See all integrations](https://www.capterra.com/p/250819/IBM-SPSS-Statistics/#integrations) #### Most popular integrations - Microsoft Excel: 4.6 rating #### Integrations-related review snippet Reviewer: Verified Reviewer Reviewer details: Hospital & Health Care, 501-1,000 employees Published: June 6, 2023 > "It makes  easier to integrate with multiple research workflows." --- ## Oracle Database Rating: 4.6 out of 5 (473 reviews) Profile: [Oracle Database](https://www.capterra.com/p/5938/Oracle-Database/) Visible tabs: Overview, Features, Gallery ### Overview tab #### What is this product about? Leading enterprise-grade relational database that offers secure data management and transaction processing. #### 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: 4.1 out of 5 #### Pros and cons based on reviews Pros: - Efficient large-scale data storage - Flexible, scalable architecture options Cons: - High pricing limits accessibility - Complex, costly licensing structure #### Starting price Starting price: Not available Pricing details: Per Year Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Access Controls/Permissions: 4.7 rating - High Volume Processing: 5.0 rating - Data Connectors: 4.5 rating - Reporting/Analytics: 5.0 rating #### Lowest rated features - Data Migration: 4.0 rating #### Feature-related review snippet Reviewer: N'dea M. Reviewer details: Utilities, 501-1,000 employees Published: October 5, 2025 > "Which is helpful and eliminates a lot of the tedious." ### Gallery tab Ease of use: 4.1 out of 5 (473 reviews) #### Related review snippet Reviewer: Julia H. Reviewer details: Hospital & Health Care, 10,001+ employees Published: May 7, 2026 > "The thing I like most about Oracle is that it is an electronic filing system and one place to house various documents." --- ## MongoDB Rating: 4.7 out of 5 (471 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 #### Highest rated features - High Volume Processing: 4.6 rating - Access Controls/Permissions: 4.5 rating - Data Discovery: 4.4 rating - Data Migration: 4.6 rating #### Lowest rated features - Visual Analytics: 4.3 rating - Data Visualization: 4.0 rating - Reporting/Analytics: 4.7 rating - API: 4.5 rating #### 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 (471 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: 4.5 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.)." --- ## vSphere Rating: 4.7 out of 5 (433 reviews) Profile: [vSphere](https://www.capterra.com/p/93512/VMware-Horizon/) Visible tabs: Overview, Features, Gallery ### Overview tab #### What is this product about? Cloud-based virtualization platform which helps enterprises with data consolidation, infrastructure security and remote support. #### 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: 4.2 out of 5 #### Pros and cons based on reviews Pros: - Consistent performance and uptime - Efficient cluster resource management Cons: - High and unpredictable pricing - Web client usability issues #### Starting price Starting price: $576.96 Pricing details: Per User, Per Year Free trial: No Free demo: No ### Features tab #### Highest rated features - Data Migration: 4.0 rating - High Volume Processing: 4.0 rating - Data Cleansing: 4.0 rating - Data Discovery: 4.0 rating ### Gallery tab Ease of use: 4.4 out of 5 (433 reviews) #### Related review snippet Reviewer: Connor Q. Reviewer details: Media Production, 201-500 employees Published: April 16, 2026 > "A solid industry standard platform that provides reliable virtualisation at scale. As the industry leader it excels at consolidating workloads, VM availability and providing excellent host and VM control for live/production environments." --- ## Minitab Rating: 4.5 out of 5 (390 reviews) Profile: [Minitab](https://www.capterra.com/p/109731/Minitab-Statistical-Software/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Statistical software for data analysis, quality improvement, predictive analytics, and process optimization. #### Rating breakdown - Ease of Use: 4.2 out of 5 - Customer Service: 4.2 out of 5 - Features: 4.4 out of 5 - Value for Money: 4.2 out of 5 #### Pros and cons based on reviews Pros: - Comprehensive process optimization toolkit - Extensive tutorial and help resources Cons: - High and restrictive pricing model #### Starting price Starting price: $1851.00 Pricing details: Flat Rate, Per Year Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Visualization: 5.0 rating - Statistical Analysis: 4.8 rating - Reporting/Analytics: 4.8 rating - Trend Analysis: 4.3 rating #### Lowest rated features - Third-Party Integrations: 3.0 rating - Data Discovery: 4.0 rating - Visual Analytics: 5.0 rating - Data Blending: 5.0 rating #### Feature-related review snippet Reviewer: Brij Mohan S. Reviewer details: Education Management, 51-200 employees Published: December 22, 2025 > "With the integration of MINITAB AI, it is expected to become more user-friendly." ### Gallery tab Ease of use: 4.2 out of 5 (390 reviews) #### Related review snippet Reviewer: Muhammad Humayun S. Reviewer details: Food & Beverages, 1,001-5,000 employees Published: March 9, 2026 > "The software provides a structured and intuitive approach to applying statistical tools, which is especially helpful when working with real-world manufacturing and quality data" ### Integrations tab Minitab connects with 3+ software tools. [See all integrations](https://www.capterra.com/p/109731/Minitab-Statistical-Software/#integrations) #### Most popular integrations - Microsoft PowerPoint: 4.5 rating - Microsoft Word: 4.7 rating - PythonAnywhere: 4.0 rating #### Integrations-related review snippet Reviewer: Brij Mohan S. Reviewer details: Education Management, 51-200 employees Published: December 22, 2025 > "With the integration of MINITAB AI, it is expected to become more user-friendly." --- ## 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 #### Most popular features - Data Visualization: Available - High Volume Processing: Available - Data Connectors: Available - Access Controls/Permissions: Available - Statistical Analysis: Available - Data Blending: Available - Data Security: Not available - Visual Analytics: Available - Forecasting: Available - Collaboration Tools: Available - Third-Party Integrations: Available - Predictive Analytics: Available #### 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 107+ 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 --- ## Datadog Rating: 4.6 out of 5 (366 reviews) Profile: [Datadog](https://www.capterra.com/p/135453/Datadog-Cloud-Monitoring/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Gain full visibility into your applications and infrastructure with Datadog’s real-time monitoring, security, and analytics. #### Rating breakdown - Ease of Use: 4.3 out of 5 - Customer Service: 4.3 out of 5 - Features: 4.5 out of 5 - Value for Money: 4.1 out of 5 #### Pros and cons based on reviews Pros: - Extensive third-party integrations ecosystem - Highly customizable visual dashboards Cons: - Complex and expensive pricing model #### Starting price Starting price: $15.00 Pricing details: Other, Per Month Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Reporting/Analytics: 5.0 rating - Customizable Reports: 5.0 rating - Data Connectors: 5.0 rating - Data Visualization: 5.0 rating #### Lowest rated features - Alerts/Escalation: 4.0 rating - Search/Filter: 5.0 rating #### Feature-related review snippet Reviewer: Vaibhav S. Reviewer details: Oil & Energy, 10,001+ employees Published: December 22, 2025 > "The ease of use and friendly UI, tagging and integrations all add to reason of having it as your preferred tool." ### Gallery tab Ease of use: 4.3 out of 5 (366 reviews) #### Related review snippet Reviewer: Elizabeth A. Reviewer details: Higher Education, 51-200 employees Published: July 7, 2026 > "It offers quick dashboards, with live data of all our campus cloud servers and student databases, all on one screen." ### Integrations tab Datadog connects with 156+ software tools. [See all integrations](https://www.capterra.com/p/135453/Datadog-Cloud-Monitoring/#integrations) #### Most popular integrations - Bitbucket: 4.6 rating - Amazon S3: 4.7 rating - Amazon RDS: 4.6 rating - Amazon EC2: 4.5 rating - Amazon WorkSpaces: 4.3 rating - OpenShift: 4.4 rating #### Integrations-related review snippet Reviewer: Cojoe A. Reviewer details: Information Technology and Services, 1-10 employees Published: February 6, 2025 > "It performs task as needed and allows for amazing team control." --- ## 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 and analytics platform that scales up to analyze huge data volumes for 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 - Data Visualization: 4.6 rating - Reporting/Analytics: 4.6 rating - Data Connectors: 4.3 rating - Visual Analytics: 5.0 rating #### Lowest rated features - Data Extraction: 3.0 rating - High Volume Processing: 3.0 rating - Forecasting: 4.0 rating - Third-Party Integrations: 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" --- ## Splunk Enterprise Rating: 4.6 out of 5 (264 reviews) Profile: [Splunk Enterprise](https://www.capterra.com/p/94317/Splunk/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Search, analyze, and visualize data from your entire data ecosystem. Monitor, alert, and report on your operations to drive resilience. #### Rating breakdown - Ease of Use: 4.1 out of 5 - Customer Service: 4.3 out of 5 - Features: 4.5 out of 5 - Value for Money: 4.3 out of 5 #### Pros and cons based on reviews Pros: - Comprehensive real-time dashboard monitoring - Centralized and efficient log management Cons: - High and unpredictable pricing #### Starting price Starting price: Not available Pricing details: Usage Based, Per Year Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Dashboard Creation: 5.0 rating - Data Security: 5.0 rating - Reporting/Analytics: 5.0 rating - Search/Filter: 5.0 rating #### Lowest rated features - Data Visualization: 4.0 rating #### Feature-related review snippet Reviewer: Amelia B. Reviewer details: Public Relations and Communications, 51-200 employees Published: July 23, 2026 > "The interface can be a bit overwhelming at first, but once you get the hang of it, it's pretty intuitive." ### Gallery tab Ease of use: 4.1 out of 5 (264 reviews) #### Related review snippet Reviewer: Jeremy P. Reviewer details: Computer Software, 201-500 employees Published: May 21, 2026 > "This is very cluttered; I’m just going to continue — the dashboards are really good, simple drag-and-drop style and you can easily create something ready for production in less than 15 minutes, without having to write even a single line of code." ### Integrations tab Splunk Enterprise connects with 27+ software tools. [See all integrations](https://www.capterra.com/p/94317/Splunk/#integrations) #### Most popular integrations - Microsoft Excel: 4.8 rating - Microsoft 365: 4.6 rating - Tableau: 4.6 rating - Microsoft SQL Server: 4.6 rating - Amazon S3: 5.0 rating - Okta: 5.0 rating - Jenkins: 4.5 rating - OneLogin: 4.6 rating - Microsoft Entra ID: 5.0 rating --- ## Qlik Sense Rating: 4.5 out of 5 (261 reviews) Profile: [Qlik Sense](https://www.capterra.com/p/209809/Qlik-Sense/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Qlik Sense is a business intelligence (BI) and visual analytics platform that helps global enterprises move faster and work smarter. #### Rating breakdown - Ease of Use: 4.3 out of 5 - Customer Service: 4.2 out of 5 - Features: 4.3 out of 5 - Value for Money: 4.2 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $30.00 Pricing details: Per User, Per Month Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Connectors: 5.0 rating - Data Cleansing: 5.0 rating - Data Discovery: 5.0 rating - High Volume Processing: 4.5 rating #### Lowest rated features - Activity Dashboard: 5.0 rating - Collaboration Tools: 5.0 rating - Data Extraction: 5.0 rating - Data Visualization: 5.0 rating #### Feature-related review snippet Reviewer: Virginia C. Reviewer details: Staffing and Recruiting, 51-200 employees Published: September 7, 2022 > "It is a great tool to use for presentations to customers, we can just drag and drop any field as we speak and show the results immediately." ### Gallery tab Ease of use: 4.3 out of 5 (261 reviews) #### Related review snippet Reviewer: Marcus B. Reviewer details: Construction, 201-500 employees Published: April 21, 2026 > "We use the app with a limitless number of external systems. " ### Integrations tab Qlik Sense connects with 4+ software tools. [See all integrations](https://www.capterra.com/p/209809/Qlik-Sense/#integrations) #### Most popular integrations - Snowflake: 4.5 rating - Databricks: 5.0 rating - Cloudera Enterprise: 4.3 rating - Confluent Platform: 4.4 rating #### Integrations-related review snippet Reviewer: Jonathan A. Reviewer details: Government Administration, 51-200 employees Published: February 12, 2021 > "The georeferencing is integrated and functions very well." --- ## Amazon EC2 Rating: 4.7 out of 5 (173 reviews) Profile: [Amazon EC2](https://www.capterra.com/p/219781/EC2/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Secure and resizable compute capacity in the cloud. Launch applications when needed without upfront commitments. #### Rating breakdown - Ease of Use: 4.1 out of 5 - Customer Service: 4.1 out of 5 - Features: 4.7 out of 5 - Value for Money: 4.3 out of 5 #### Pros and cons based on reviews Pros: - Flexible scalable cloud infrastructure - Robust managed security features Cons: - Complex and unpredictable pricing #### Starting price Starting price: Not available Pricing details: Usage Based Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Security: 4.7 rating - Forecasting: 4.7 rating - Real-Time Data: 4.7 rating - Reporting/Analytics: 4.3 rating #### Lowest rated features - Predictive Analytics: 3.0 rating - API: 4.0 rating - Multiple Data Sources: 4.0 rating - Third-Party Integrations: 4.0 rating ### Gallery tab Ease of use: 4.1 out of 5 (173 reviews) #### Related review snippet Reviewer: Swaibu B. Reviewer details: Information Technology and Services, 1-10 employees Published: February 17, 2025 > "Amazon EC2 offers flexible, scalable computing power and a wide range of instance options. While it offers strong performance, cost management and instance monitoring require attention." ### Integrations tab Amazon EC2 connects with 3+ software tools. [See all integrations](https://www.capterra.com/p/219781/EC2/#integrations) #### Most popular integrations - Amazon S3: 4.8 rating - Amazon RDS: 4.9 rating - Amazon CloudWatch: 4.5 rating #### Integrations-related review snippet Reviewer: Monica G. Reviewer details: Telecommunications, 51-200 employees Published: June 3, 2025 > "The integration with auto scaling groups and ALBs are a must." --- ## Wolfram Mathematica Rating: 4.6 out of 5 (169 reviews) Profile: [Wolfram Mathematica](https://www.capterra.com/p/171048/Wolfram-Mathematica/) Visible tabs: Overview, Features, Gallery ### Overview tab #### What is this product about? Technical computing system that provides tools for image processing, geometry, visualization, machine learning, data mining, and more. #### Rating breakdown - Ease of Use: 4.2 out of 5 - Customer Service: 4.2 out of 5 - Features: 4.7 out of 5 - Value for Money: 4.2 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $335.00 Pricing details: One Time Free trial: Yes Free demo: No ### Features tab #### Most popular features - Data Visualization: Available - High Volume Processing: Available - Data Connectors: Available - Access Controls/Permissions: Not available - Statistical Analysis: Available - Data Blending: Not available - Data Security: Not available - Visual Analytics: Available - Forecasting: Not available - Collaboration Tools: Not available - Third-Party Integrations: Not available - Predictive Analytics: Not available #### Feature-related review snippet Reviewer: Jeremy S. Reviewer details: Defense & Space, 1,001-5,000 employees Published: January 17, 2023 > "The well designed interface allows any user to easily keep track of their work and report the required results" ### Gallery tab Ease of use: 4.2 out of 5 (169 reviews) #### Related review snippet Reviewer: Tanner H. Reviewer details: Financial Services, 1-10 employees Published: April 30, 2025 > "the visualizations, interactive notebook that is dynamic and graphs that make it easier to understand" --- ## 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 - Data Connectors: 5.0 rating - Reporting/Analytics: 5.0 rating - Data Visualization: 4.3 rating - Forecasting: 4.3 rating #### Lowest rated features - Ad hoc Reporting: 2.0 rating - Data Cleansing: 3.5 rating - Visual Analytics: 4.0 rating - Search/Filter: 3.0 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 (135 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 provides big data analytics to uncover trends, patterns, correlations or other useful insights that lead to tangible results. #### 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 - Forecasting: 5.0 rating - Predictive Analytics: 5.0 rating - Data Discovery: 5.0 rating - Reporting/Analytics: 5.0 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 (135 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 45+ 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 --- ## Prisync Rating: 4.8 out of 5 (129 reviews) Profile: [Prisync](https://www.capterra.com/p/153451/Prisync/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Cutting-edge B2B pricing software. Optimize prices, outpace competitors, and increase revenue from one intuitive dashboard. #### Rating breakdown - Ease of Use: 4.7 out of 5 - Customer Service: 4.9 out of 5 - Features: 4.5 out of 5 - Value for Money: 4.7 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $99.00 Pricing details: Flat Rate, Per Month Free trial: Yes Free demo: No ### Features tab #### Most popular features - Data Visualization: Not available - High Volume Processing: Available - Data Connectors: Not available - Access Controls/Permissions: Not available - Statistical Analysis: Not available - Data Blending: Not available - Data Security: Not available - Visual Analytics: Available - Forecasting: Not available - Collaboration Tools: Not available - Third-Party Integrations: Available - Predictive Analytics: Not available #### Feature-related review snippet Reviewer: Greg W. Reviewer details: Pharmaceuticals, 1-10 employees Published: June 5, 2023 > "Allowed for a several week free trial which showcases what the tool can do." ### Gallery tab Ease of use: 4.7 out of 5 (129 reviews) #### Related review snippet Reviewer: jun X. Reviewer details: Retail, 11-50 employees Published: June 3, 2024 > "With Prisync, we've unlocked invaluable insights into our market positioning, making pricing strategy management a breeze." ### Integrations tab Prisync connects with 2+ software tools. [See all integrations](https://www.capterra.com/p/153451/Prisync/#integrations) #### Most popular integrations - Shopify: 4.5 rating - Online Auction System: 3.0 rating --- 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 (257) 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/)