Best Analytics Platforms - Page 4

How Many Analytics Platforms Products Does G2 Track?

Total Products under this Category: 612

Category Stats (Nov 2026)

  • Average Rating: 4.52/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Publytics (+2.03%) - Among all products in this category, Publytics recorded the largest rating increase compared to last month

Last updated: November 01, 2026

How Does G2 Rank Analytics Platforms Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 30,100+ Authentic Reviews
  • 612+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for Analytics Platforms

G2 Grid® for Analytics Platforms plotting products by satisfaction and market presence

Highlighted products: Tableau, Microsoft Power BI, Databricks, Alteryx, SAS Viya, Looker, Sigma, and Domo.

Underlying data: [Grid® JSON](https://www.g2.com/categories/analytics-platforms/grids.json?focus%5B%5D=tableau&focus%5B%5D=microsoft-microsoft-power-bi&focus%5B%5D=databricks&focus%5B%5D=alteryx&focus%5B%5D=sas-sas-viya&focus%5B%5D=looker&focus%5B%5D=sigma-computing-sigma&focus%5B%5D=domo)

Intelligence Center X AI Studio

Rapidminer AI Studio is a data science tool that anyone can use to design and prototype highly explainable AI and machine learning models that help build trust throughout an organization. Rapidminer AI Studio includes: - Full generative AI functionality with access to hundreds of large language models (LLMs). - Intuitive and powerful drag-and-drop canvases that give users code-like control without complexity. - Award-winning auto ML with automated clustering, predictive modeling, feature engineering, and time series forecasting. - Data connectivity, exploration, and preparation. - Deploy and manage AI projects and models at enterprise scale. - Collaborate with team members in the same environment without having to worry about overwriting each other's work. - Unify the entire data science lifecycle from data exploration and machine learning to model operations and visualization and deploy in the cloud. Rapidminer AI Studio helps users make powerful insights accessible to the entire organization and can scale seamlessly for users and enterprises. Rapidminer AI studio enables organizations to derive significant value from AI with minimal cost and operational impact.

Average Rating: 4.6/5.0

Total Reviews: 512

How Do G2 Users Rate Intelligence Center X AI Studio?

  • Has the product been a good partner in doing business?: 8.9/10 (Category avg: 9.2/10)
  • Steps to Answer: 10.0/10 (Category avg: 8.4/10)
  • Reports Interface: 10.0/10 (Category avg: 8.8/10)
  • Calculated Fields: 10.0/10 (Category avg: 8.5/10)

Who Is the Company Behind Intelligence Center X AI Studio?

Who Uses This Product?

  • Who Uses This: Student, Professor
  • Top Industries: Higher Education, Education Management
  • Company Size: 41% Small, 31% Large

What Do G2 Reviewers Say About Intelligence Center X AI Studio?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the user-friendly interface of Intelligence Center X AI Studio, enabling efficient machine learning without coding.
  • Users value the user-friendly machine learning access of Intelligence Center X AI Studio, simplifying model building and deployment.
  • Users appreciate the seamless AI integration of Intelligence Center X AI Studio, enhancing productivity and simplifying workflows.
  • Users benefit from the advanced machine learning and automation capabilities of Intelligence Center X AI Studio, enhancing decision-making.
  • Users value the automation features of Intelligence Center X AI Studio for enhancing efficiency in data processes.
Cons
  • Users find the complexity of the platform challenging, especially with unclear documentation and lack of multilingual support.
  • Users face slow performance and freezing issues when managing large datasets in Intelligence Center X AI Studio.
  • Users experience slow performance and freezing issues, especially when managing large or complex datasets in Intelligence Center X AI Studio.
  • Users find the product complicated and struggle with the lack of support in Japanese, affecting usability.
  • Users find the complexity of usage in Intelligence Center X AI Studio challenging, especially with limited support in Japanese.

What Are Recent G2 Reviews of Intelligence Center X AI Studio?

What Are G2 Users Discussing About Intelligence Center X AI Studio?

OWOX

OWOX Data Marts is a Free Forever Self-Service Analytics Platform that brings live, trusted data to spreadsheets and dashboards of decision-makers. Ask in plain English or click to build – your trusted reports update in real time with no analyst in the loop. With OWOX Data Marts, companies grow revenue as fast as they collect new data by enabling self-service reporting for everyone. Trusted by 165,000+ users in data teams, but also in marketing, finance, and product teams: from fast-scaling startups to global enterprises, OWOX products powers decisions across every department with data people actually trust. ‍ Self-hosted and Cloud Deployment are available to suit any data stack. Imagine a world where exploring data is as easy as driving a car, without the limitations of public transport (traditional BI dashboards) or the cost of a private driver (data analysts). That's exactly what we assure you!

Average Rating: 4.9/5.0

Total Reviews: 290

How Do G2 Users Rate OWOX?

  • Has the product been a good partner in doing business?: 9.4/10 (Category avg: 9.2/10)
  • Steps to Answer: 5.0/10 (Category avg: 8.4/10)
  • Reports Interface: 5.8/10 (Category avg: 8.8/10)
  • Calculated Fields: 10.0/10 (Category avg: 8.5/10)

Who Is the Company Behind OWOX?

  • Seller: OWOX
  • Year Founded: 2002
  • HQ Location: WALNUT, California
  • LinkedIn® Page: www.linkedin.com
    69 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Chief Marketing Officer, CEO
  • Top Industries: Marketing and Advertising, Information Technology and Services
  • Company Size: 48% Small, 43% Medium

What Do G2 Reviewers Say About OWOX?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of OWOX, thanks to its smooth onboarding and supportive team.
  • Users appreciate the helpful support team of OWOX, ensuring quick assistance and effective solutions for their needs.
  • Users value OWOX for its flexible server-side analytics and expert support, enhancing data quality and decision-making.
  • Users value the responsive customer support of OWOX, praising their team's readiness to assist at all times.
  • Users value the robust analytics capabilities of OWOX, enabling insightful decisions through detailed data analysis.
Cons
  • Users report data management issues with OWOX, highlighting bugs and unreliable scheduling that hinder effective use.
  • Users report frequent error handling issues, citing the need for improved reliability and better alert systems.
  • Users find the pricing structure expensive for hourly schedules, wishing it were more affordable for better value.
  • Users note the need for improved integration issues with custom external services, affecting overall user satisfaction.
  • Users desire more step-by-step video instructions for better guidance, as current help options are limited.

What Are Recent G2 Reviews of OWOX?

What Are G2 Users Discussing About OWOX?

Easy Insight

Easy Insight provides affordable, easy to use SaaS business intelligence. Instant connections to other popular SaaS products such as Basecamp, Zendesk, and Salesforce come with prebuilt dashboards to get you up and running with immediate results. A simple report builder helps you quickly adjust or create any new reports from scratch in a variety of visualizations. When you're ready to move beyond connecting to one or two SaaS products, Easy Insight provides robust ETL capabilities within the product itself to help you import flat file or relational database data, transform and join the data with other data sources, and create everything from beautiful executive dashboards to detailed tables. Extensive and easy to use security features make it easy to limit which data your users can see, enabling you to take a single dashboard and present it differently to everyone in your organization. Each sales rep will see his own data and each project manager her own projects, all operating on that same core set of dashboards and dramatically reducing the cost of rework.

Average Rating: 4.8/5.0

Total Reviews: 42

How Do G2 Users Rate Easy Insight?

  • Has the product been a good partner in doing business?: 9.9/10 (Category avg: 9.2/10)
  • Steps to Answer: 8.0/10 (Category avg: 8.4/10)
  • Reports Interface: 8.1/10 (Category avg: 8.8/10)
  • Calculated Fields: 7.9/10 (Category avg: 8.5/10)

Who Is the Company Behind Easy Insight?

Who Uses This Product?

  • Top Industries: Marketing and Advertising, Information Technology and Services
  • Company Size: 68% Small, 25% Medium

What Are Recent G2 Reviews of Easy Insight?

What Are G2 Users Discussing About Easy Insight?

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SAS Visual Analytics

SAS® Visual Analytics is a single application for reporting, data exploration and analytics that empowers everyone to easily discover and share powerful insights. https://www.youtube.com/watch?v=vWiNNoXYZG8

Average Rating: 4.4/5.0

Total Reviews: 207

How Do G2 Users Rate SAS Visual Analytics?

  • Has the product been a good partner in doing business?: 8.7/10 (Category avg: 9.2/10)
  • Steps to Answer: 8.6/10 (Category avg: 8.4/10)
  • Reports Interface: 8.7/10 (Category avg: 8.8/10)
  • Calculated Fields: 8.5/10 (Category avg: 8.5/10)

Who Is the Company Behind SAS Visual Analytics?

  • Seller: SAS Institute
  • Year Founded: 1976
  • HQ Location: Cary, NC
  • LinkedIn® Page: www.linkedin.com
    15,122 employees on LinkedIn®
  • Phone: 1-800-727-0025

Who Uses This Product?

  • Who Uses This: Student
  • Top Industries: Banking, Higher Education
  • Company Size: 42% Large, 32% Small

What Do G2 Reviewers Say About SAS Visual Analytics?

AI-generated summary from verified user reviews

Pros
  • Users value the user-friendly interface of SAS Visual Analytics, making it accessible for everyone, regardless of technical skills.
  • Users value the seamless integrations of SAS Visual Analytics with Base SAS and SAS Server, enhancing data accessibility.
  • Users find SAS Visual Analytics easy to use for data exploration and analysis, enabling quick insights from modeling outcomes.
  • Users find the dynamic subgroup features in SAS Visual Analytics invaluable for presenting data and insights effectively.
  • Users love the dynamic charting features of SAS Visual Analytics, enabling easy data exploration and insight sharing.
Cons
  • Users experience slow performance with large datasets and complex reports, impacting speed and responsiveness.
  • Users note that the expensive cost may deter businesses from adopting SAS Visual Analytics effectively.
  • Users report frequent bugs and challenges with integration, hindering overall functionality and user experience.
  • Users find SAS Visual Analytics somewhat complex, suggesting that the interface needs to be more user-friendly.
  • Users find the complexity of the interface challenging, suggesting a need for a more user-friendly design.

What Are Recent G2 Reviews of SAS Visual Analytics?

What Are G2 Users Discussing About SAS Visual Analytics?

Qlik Sense

Qlik Sense empowers people to make better data-driven decisions and take action. The solution provides augmented analytics for every business need from visualization and dashboards to natural language analytics, custom and embedded analytics, reporting and alerting. Our unique associative technology enhances human intuition with AI-powered insights, offering unmatched capabilities for combining data and exploring information. It indexes the associations in your data, and exposes related and unrelated values as you click, revealing hidden insights that would be missed by query-based tools. And it performs calculations as fast as you can think. Qlik Sense helps users move from passive to active analytics for real-time collaboration and action. And you get robust data integration, application automation and the convenience of SaaS with hybrid multi-cloud capabilities. See why we’ve been named a Gartner Magic Quadrant Leader for Analytics and BI platforms for 11 years in a row. Visit us at https://www.qlik.com/us/

Average Rating: 4.4/5.0

Total Reviews: 762

How Do G2 Users Rate Qlik Sense?

  • Has the product been a good partner in doing business?: 8.5/10 (Category avg: 9.2/10)
  • Steps to Answer: 8.3/10 (Category avg: 8.4/10)
  • Reports Interface: 8.4/10 (Category avg: 8.8/10)
  • Calculated Fields: 8.4/10 (Category avg: 8.5/10)

Who Is the Company Behind Qlik Sense?

  • Seller: Qlik
  • Year Founded: 1993
  • HQ Location: Radnor, PA
  • LinkedIn® Page: www.linkedin.com
    4,399 employees on LinkedIn®
  • Phone: 1 (888) 994-9854

Who Uses This Product?

  • Who Uses This: Consultant, Analyst
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 41% Large, 41% Medium

What Do G2 Reviewers Say About Qlik Sense?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Qlik Sense, benefiting from intuitive interactions and efficient data integration.
  • Users appreciate the robust data visualization capabilities of Qlik Sense, enhancing their data analysis and insights.
  • Users value the impressive analytics capabilities of Qlik Sense, enabling effective data exploration and trend analysis.
  • Users commend the user-friendly interface and dynamic dashboards of Qlik Sense for effective data visualization and insight discovery.
  • Users appreciate Qlik Sense's robust data integration and usability, enhancing exploration and analysis of large datasets effectively.
Cons
  • Users find limited features in Qlik Sense, leading to challenges in dashboard creation and data management.
  • Users note the missing features in Qlik Sense, particularly the need for more automated data updates and extensions.
  • Users find Qlik Sense relatively expensive compared to alternatives like Power BI, impacting overall accessibility.
  • Users find data management cumbersome, especially regarding file handling and the need for manual data refreshing.
  • Users find the learning curve steep, making it challenging for beginners to efficiently navigate Qlik Sense.

What Are Recent G2 Reviews of Qlik Sense?

What Are G2 Users Discussing About Qlik Sense?

Board

Board is the most trusted Agentic Planning Platform, combining business context, Continuous Planning, and efficient enterprise AI to deliver confident, aligned, and faster decisions. Built to complement your data and AI strategy, Board brings together enterprise data and external signals with planning models, business logic, domain expertise, and decision context. Continuous Planning continuously senses change, models scenarios and trade-offs, and aligns financial and operational plans. Within a single, governed platform, agentic AI understands how your business makes decisions, reasons effectively, recommends changes, and supports action with human oversight, helping leaders make explainable, accountable decisions that improve business outcomes.

Average Rating: 4.4/5.0

Total Reviews: 307

How Do G2 Users Rate Board?

  • Has the product been a good partner in doing business?: 8.8/10 (Category avg: 9.2/10)
  • Steps to Answer: 8.4/10 (Category avg: 8.4/10)
  • Reports Interface: 8.7/10 (Category avg: 8.8/10)
  • Calculated Fields: 8.5/10 (Category avg: 8.5/10)

Who Is the Company Behind Board?

  • Seller: Board International
  • Company Website:
  • Year Founded: 1994
  • HQ Location: Chiasso, Ticino
  • LinkedIn® Page: www.linkedin.com
    948 employees on LinkedIn®
  • Phone: +41 91 697 54 10

Who Uses This Product?

  • Who Uses This: Software Engineer, Group Controller
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 57% Medium, 39% Large

What Do G2 Reviewers Say About Board?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use of Board, enabling everyone to analyze data without extensive training.
  • Users value the high flexibility of Board, enabling custom solutions and seamless integration across various business functions.
  • Users appreciate the intuitive interface and flexibility of Board, enhancing performance and simplifying dashboard creation.
  • Users value the efficiency of Board, streamlining decision-making and saving time with centralized access and intuitive features.
  • Users value the high customization options in Board, enabling tailored solutions and efficient process design.
Cons
  • Users experience slow performance with large datasets, complicating their workflow and reducing overall efficiency with Board.
  • Users find the steep learning curve of Board challenging, especially when starting with its complex features.
  • Users express frustration over missing features in report creation, making data management cumbersome and inefficient.
  • Users note that poor visualization options hinder the usability and potential of Board's reporting features.
  • Users find the complexity of Board can lead to maintenance challenges and slow performance with large datasets.

What Are Recent G2 Reviews of Board?

What Are G2 Users Discussing About Board?

Phocas Software

Phocas Software delivers cloud-based business intelligence (BI) and financial planning and analysis (FP&A) solutions for mid-market businesses in wholesale distribution, manufacturing, and retail. Phocas delivers an intuitive, accessible platform that simplifies data analysis and financial planning, empowering organizations to make confident, data-driven decisions. Seamlessly integrating with ERP systems and any other source, Phocas consolidates data into a centralized platform. Unlocking the potential of ERP data and delivering improvements at every business level. Its BI core enables users to explore data, spot trends, and find opportunities. FP&A tools support dynamic financial reporting, flexible budgeting, performance tracking and accurate forecasts. Plus, Phocas offers automated rebate management. Phocas Analytics A BI tool that connects businesses around one central data source. It’s fast, secure and designed to be self-serve for everyone. Up-to-date data is easy to access and explore empowering people to understand and improve the business at any level – by branch, division, sales, product, customer. • Data consolidation: ERP + other data sources automatically consolidated into a centralized platform • AI natural language: query data using Phocas AI and get instant answers • Drill down: Explore data from high-level overviews to transactional detail • Enhanced analysis: Flexible pivot tables enable custom data analysis • Ad hoc reporting: Build custom reports and dashboards in minutes and with ease • Visualizations & dashboards: Transform live data into custom dashboards, charts, graphs and sparklines Phocas Financial Statements Designed to help businesses easily and accurately report on their financial health and performance. ERP numbers are transformed into dynamic profit and loss (income statement), balance sheet and cashflow statements. Empowering users to quickly explore data in detail and to proactively solve problems. • Customize: Easily adjust statements to suit cross-functional teams • Fast: speed up month-end with automated financial data consolidation and reporting • Live actuals: work with reliable, up-to-date actuals with formulas and ratios baked into the tool • Drill down: slice, dice and drill down to transaction-level detail • Side-by-side analysis: compare statements across different periods, branches, divisions • User-based access: secure visibility and direction for end business users Phocas Budgets & Forecasts Consolidates planning across the business in one place – financial budgets, sales forecasts, headcount, demand planning. As easy to use as a spreadsheet, just faster and custom-built. • Automated: budgets and forecasts are populated with live ERP data so actuals are always reliable • Flexible: adapts to growing business needs; handles increased complexity, detailed planning • Easy tracking: use live actuals to regularly track performance, compare to budgets, quickly reforecast • Collaborative: assignment, submission and approval processes make cross-functional input quick and stress-free • Versatile: facilitates driver-based, multi-level, 3-statement budgeting, unlimited scenario planning Phocas Rebates Automated payable and receivable rebate management that improves accuracy and delivers more profitable outcomes. A self-serve tool that makes it easy to identify trends, spot near misses, and assess overall performance. With real-time updates, users can quickly optimize product offers, pricing, and purchasing decisions to align with emerging opportunities. Enabling businesses to maximize profitability and strengthen partnerships.

Average Rating: 4.6/5.0

Total Reviews: 194

How Do G2 Users Rate Phocas Software?

  • Has the product been a good partner in doing business?: 9.0/10 (Category avg: 9.2/10)
  • Steps to Answer: 8.5/10 (Category avg: 8.4/10)
  • Reports Interface: 8.7/10 (Category avg: 8.8/10)
  • Calculated Fields: 8.2/10 (Category avg: 8.5/10)

Who Is the Company Behind Phocas Software?

  • Seller: Phocas Software
  • Company Website:
  • Year Founded: 1999
  • HQ Location: Sydney, AU
  • LinkedIn® Page: www.linkedin.com
    333 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Wholesale, Electrical/Electronic Manufacturing
  • Company Size: 67% Medium, 22% Small

What Do G2 Reviewers Say About Phocas Software?

AI-generated summary from verified user reviews

Pros
  • Users find Phocas Software very intuitive, making complex data analysis straightforward and user-friendly for decision-making.
  • Users highlight the clarity and speed of insights in Phocas Software, enhancing decision-making for complex data.
  • Users value the excellent customer support of Phocas Software, providing fast responses and effective assistance with queries.
  • Users highlight the efficiency of Phocas Software, enabling quick insights and easy report generation for informed decisions.
  • Users value the intuitive data analysis capabilities of Phocas Software, enhancing decision-making and trend identification.
Cons
  • Users note the lack of real-time data updating in Phocas Software, leading to reliance on outdated information.
  • Users note limited feature improvements in Phocas Software, expressing the need for better budgeting and user experience.
  • Users note the need for improvements in budgeting and automation to enhance Phocas Software's usability and efficiency.
  • Users find missing features in Phocas Software, such as lack of automatic updates and limited graph options, frustrating.
  • Users face bugs that lead to data loss due to date format issues, requiring time-consuming fixes.

What Are Recent G2 Reviews of Phocas Software?

What Are G2 Users Discussing About Phocas Software?

InsightOut

InsightOut is a unified data analytics platform from Treehouse Technology Group that enables business teams to do more with their data. Business users can extract insights and value from their data in context and at scale, with self-service simplicity. Our end-to-end data solution aggregates, cleans, and blends fragmented data across departments — no matter the data source or volume — within a visual command center. With purpose-built dashboards and intuitive visualizations, users have a 360° view of the business and can independently manage and analyze data at the speed of thought, without reliance on IT. Beyond data visualization, automated data discovery surfaces actionable business insights from the underlying data. This enables proactive decision-making to accelerate your time to market, mitigate risk, and enhance your operational efficiency. Designed to support the workflows unique to your organization, InsightOut’s dynamic reporting and native Excel add-in fosters data distribution and collaboration throughout your extended enterprise of internal and external stakeholders. By joining best-in-class solutions in business intelligence and business planning, InsightOut empowers business leaders to drive growth and lead with data. Treehouse Technology Group is a technology and data strategy consulting firm, providing data development and software implementation services since 2014. We are a trusted technology partner to the Fortune 500, world-class innovators, and capital market leaders. Our valued customers include Envision Healthcare, Mars Petcare, Fidelity, Teleflex, Bain Capital, Berkshire Partners, and Wynn Resorts.

Average Rating: 4.6/5.0

Total Reviews: 49

How Do G2 Users Rate InsightOut?

  • Has the product been a good partner in doing business?: 9.5/10 (Category avg: 9.2/10)
  • Steps to Answer: 8.8/10 (Category avg: 8.4/10)
  • Reports Interface: 9.0/10 (Category avg: 8.8/10)
  • Calculated Fields: 8.8/10 (Category avg: 8.5/10)

Who Is the Company Behind InsightOut?

Who Uses This Product?

  • Top Industries: Information Technology and Services, Accounting
  • Company Size: 52% Medium, 38% Small

What Are Recent G2 Reviews of InsightOut?

Metabase

Metabase is the easy-to-use, open source Business Intelligence tool that lets everyone work with data, with or without SQL, for internal and customer-facing, embedded analytics. Install and setup in 5 minutes. Works with what’s already in your data stack, including SQL and NoSQL databases, from PostgreSQL to MongoDB. Let your whole team explore data on their own, create charts, interactive dashboards, and set up subscriptions and alerts - even to people outside of your org. The native SQL editor and advanced data tools will win over your data team. From Open Source (Always Free) to Enterprise, from Metabase Cloud to self-hosted, Metabase has everything you need scale with you with a number of affordable plans. Try free for 14 days.

Average Rating: 4.4/5.0

Total Reviews: 145

How Do G2 Users Rate Metabase?

  • Has the product been a good partner in doing business?: 8.9/10 (Category avg: 9.2/10)
  • Steps to Answer: 8.5/10 (Category avg: 8.4/10)
  • Reports Interface: 8.9/10 (Category avg: 8.8/10)
  • Calculated Fields: 8.3/10 (Category avg: 8.5/10)

Who Is the Company Behind Metabase?

  • Seller: Metabase
  • Year Founded: 2014
  • HQ Location: Lucknow, Uttar Pradesh
  • LinkedIn® Page: www.linkedin.com
    127 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Product Manager, Business Analyst
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 52% Medium, 34% Small

What Do G2 Reviewers Say About Metabase?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Metabase, finding it intuitive and budget-friendly for generating queries and reports.
  • Users commend Metabase for its user-friendly data visualization, enabling everyone to easily engage with data insights.
  • Users love the easy setup of Metabase, enabling quick connections to databases without complex configurations.
  • Users find Metabase easy to implement, benefiting from its intuitive setup and user-friendly features for data exploration.
  • Users find Metabase's intuitive interface highly accessible, enabling effortless report generation and data visualization for everyone.
Cons
  • Users experience slow performance with Metabase, often facing lag and delays in processing queries.
  • Users find Metabase lacking in essential features, such as advanced visualizations and integrated AI for query assistance.
  • Users experience slow loading times with Metabase, causing frustration as queries often time out or take too long.
  • Users experience performance issues with Metabase, such as lag and low processing speed, especially with large datasets.
  • Users feel the dashboard creation UI needs improvement and suggest enhancements for visualizations and chart options.

What Are Recent G2 Reviews of Metabase?

What Are G2 Users Discussing About Metabase?

Strategy One (formerly MicroStrategy ONE)

🚀 Strategy One – the AI+BI Platform for Enterprise Analytics at Scale What is Strategy One? Strategy One is the enterprise AI + BI platform that powers data-driven decision-making at scale. Built for complex enterprises, it unifies business intelligence, advanced analytics, and governed data modeling into a single, open platform. With native AI-powered workflows, pixel-perfect dashboards, modern self-service tools, and seamless integrations with Excel, Power BI, and Tableau, Strategy One delivers trusted insights wherever decisions are made. Why Strategy One? Unlike fragmented BI stacks or limited legacy tools, Strategy One provides an end-to-end platform with one trusted semantic core. Business users get governed self-service. Analysts get powerful modeling tools. Executives get real-time answers they can trust. And IT retains full control over data access, definitions, and lineage. Whether you’re creating executive dashboards, deploying embedded analytics, scaling AI copilots, or consolidating BI tools—Strategy One meets the moment with: ✅ Cloud-native architecture ✅ Open integrations with 200+ data sources ✅ Enterprise-grade security and governance ✅ Industry-leading performance and scale ✅ Built-in support for AI copilots, agents, and models Strategy One is trusted by global enterprises in banking, retail, healthcare, and government to turn data into decisions—fast, securely, and at scale.

Average Rating: 4.2/5.0

Total Reviews: 531

How Do G2 Users Rate Strategy One (formerly MicroStrategy ONE)?

  • Has the product been a good partner in doing business?: 7.7/10 (Category avg: 9.2/10)
  • Steps to Answer: 7.5/10 (Category avg: 8.4/10)
  • Reports Interface: 8.2/10 (Category avg: 8.8/10)
  • Calculated Fields: 8.0/10 (Category avg: 8.5/10)

Who Is the Company Behind Strategy One (formerly MicroStrategy ONE)?

Who Uses This Product?

  • Who Uses This: Business Intelligence Developer, Manager
  • Top Industries: Retail, Financial Services
  • Company Size: 62% Large, 29% Medium

What Do G2 Reviewers Say About Strategy One (formerly MicroStrategy ONE)?

AI-generated summary from verified user reviews

Pros
  • Users enjoy the ease of use in Strategy One, appreciating its straightforward setup and quick data access.
  • Users commend the constant innovation of Strategy One, appreciating its AI enhancements and advanced dashboard capabilities.
  • Users find the initial setup easy, making it impressive compared to other BI tools like Tableau and Power BI.
  • Users appreciate the high customization options of Strategy One, allowing tailored reports and dashboards for better insights.
  • Users appreciate the flexible dashboard customization in Strategy One, enabling easy data management and insightful analysis.
Cons
  • Users highlight the learning difficulty with Strategy One, especially when integrating Microsoft Excel files into dashboards.
  • Users report a steep learning curve with Strategy One, making initial navigation and proficiency challenging.
  • Users note the missing features and integrations in Strategy One, particularly with Copilot compared to competitors.
  • Users find the complex usage of Strategy One overwhelming, leading to a steep learning curve and navigation challenges.
  • Users feel that access restrictions limit availability, requiring an enterprise version for full functionality and customization.

What Are Recent G2 Reviews of Strategy One (formerly MicroStrategy ONE)?

What Are G2 Users Discussing About Strategy One (formerly MicroStrategy ONE)?

Sisense

Sisense is an API-first analytics platform that modernizes businesses by seamlessly integrating in-context analytics within applications, leading to action-oriented insights that enhance decision intelligence.

Average Rating: 4.2/5.0

Total Reviews: 1,005

How Do G2 Users Rate Sisense?

  • Has the product been a good partner in doing business?: 8.7/10 (Category avg: 9.2/10)
  • Steps to Answer: 7.8/10 (Category avg: 8.4/10)
  • Reports Interface: 8.3/10 (Category avg: 8.8/10)
  • Calculated Fields: 8.1/10 (Category avg: 8.5/10)

Who Is the Company Behind Sisense?

  • Seller: Sisense, Inc.
  • Company Website:
  • Year Founded: 2004
  • HQ Location: New York
  • LinkedIn® Page: www.linkedin.com
    534 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Data Analyst, Product Manager
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 57% Medium, 24% Small

What Do G2 Reviewers Say About Sisense?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Sisense, thanks to its intuitive design and helpful documentation.
  • Users appreciate the data visualization capabilities of Sisense, creating clear and interactive dashboards from complex data sources.
  • Users value the seamless integrations in Sisense, enabling efficient data management and enhanced reporting capabilities.
  • Users commend the quick and helpful customer support of Sisense, enhancing their overall experience with the tool.
  • Users appreciate the dashboard customization in Sisense, enhancing their ability to create tailored and insightful visual presentations.
Cons
  • Users find a significant learning curve with Sisense, requiring time and training to achieve proficiency.
  • Users note missing features in Sisense, including limited transformation options and a lacking query builder.
  • Users report a massive security breach and poor support, requiring significant effort for issue resolution.
  • Users struggle with dashboard issues, finding the UI unhelpful and time-consuming for efficient data presentation.
  • Users find Sisense has limited customization, making it challenging for non-technical users to create tailored dashboards.

What Are Recent G2 Reviews of Sisense?

What Are G2 Users Discussing About Sisense?

Zoho Analytics

Zoho Analytics is a GenAI-powered self-service BI and analytics platform that helps businesses collect, prepare, analyze, and present insights from their data, all within minutes. Integrate with 500+ native data sources, like files, feeds, local and cloud databases, cloud storage, and popular business apps. Clean, transform, enrich, and catalog data with our agentic AI-powered, self-service data preparation and management capabilities. Create and manage complex ETL data pipelines using our visual pipeline builder, process stream data for real-time analytics, and set up a strong metrics layer for quality analysis and management. Zoho Analytics comes with 100+ domain-specific prebuilt reports and dashboards, pre-trained NLQ models, intelligently modeled and blended data across business applications, and lots more. Use our intuitive drag-and-drop visualization builder to build insightful and interactive reports and dashboards using a wide variety of visual components, like charts, widgets, pivot tables, tabular views and more. Generate customized reports and dashboards using simple, natural language with our AI-powered conversational agent, Zia. Ask Zia goes beyond basic reporting; it enables users to perform diagnostic analytics, forecast key metrics, and receive intelligent insights and recommendations. Users can assign tasks and trigger actions just by conversing with our agentic AI, Zia, streamlining their workflows and empowering data-driven decisions. Seamlessly embed Ask Zia into your custom or business applications to deliver contextual insights and actions. Enrich your analysis with automated insights by using our NLG-powered narration engine, Zia Insights. With diagnostic analytics for smarter decision-making, Zia Insights takes automated insights to the next level by bubbling up key drivers for particular business tasks. Enumerate complex business scenarios with what-if analyses, forecast KPIs, uncover trends and patterns with advanced analytical capabilities. Leverage cognitive analysis for keyword extraction and sentiment analysis, and more. Evaluate the best ML models with no-code assistance or develop custom models and functions using Python Code Studio. Zoho Analytics comes with pre-packed ML models (AutoML) that allow you to evaluate and pick the best model for your use case. Alternatively custom models and functions using Python Code Studio Embed our full-fledged analytics platform into other software applications. Craft and present immersive data stories through slideshows or purpose-built analytics portals. Collaborate securely through contextual comment threads and real-time messaging. Zoho Analytics has a robust set of APIs that enables elaborate customization and highly extensible low-code and no-code integration with any technology stack. It also offers a high degree of deployment flexibility (private, public, multi-cloud, and on-premises) and platform extensibility (professional services, partner support, and marketplace). Zoho Analytics is modern and scalable, and it can readily match growing data volumes and usage. Its time-tested and accredited enterprise-grade security features and governance framework ensure continuous data management and stewardship. On top of everything else, the TCO for Zoho Analytics—including licensing, implementation, customization, training, and support—is the lowest in our market.

Average Rating: 4.2/5.0

Total Reviews: 286

How Do G2 Users Rate Zoho Analytics?

  • Has the product been a good partner in doing business?: 8.5/10 (Category avg: 9.2/10)
  • Steps to Answer: 8.0/10 (Category avg: 8.4/10)
  • Reports Interface: 8.1/10 (Category avg: 8.8/10)
  • Calculated Fields: 8.3/10 (Category avg: 8.5/10)

Who Is the Company Behind Zoho Analytics?

  • Seller: Zoho
  • Year Founded: 1996
  • HQ Location: Austin, TX
  • LinkedIn® Page: www.linkedin.com
    30,913 employees on LinkedIn®
  • Phone: +1 (888) 900-9646

Who Uses This Product?

  • Who Uses This: Director, Business Analyst
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 51% Small, 42% Medium

What Do G2 Reviewers Say About Zoho Analytics?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Zoho Analytics, thanks to its intuitive interface and customizable dashboards.
  • Users value the intuitive interface and customization of Zoho Analytics, enhancing their data reporting experience effortlessly.
  • Users appreciate the seamless integrations of Zoho Analytics, enabling easy data import from various external sources.
  • Users appreciate the user-friendly dashboards of Zoho Analytics, enabling easy customization and efficient data tracking.
  • Users appreciate the intuitive data visualization in Zoho Analytics, making complex analysis accessible and straightforward.
Cons
  • Users experience a steep learning curve with Zoho Analytics, especially for complex reports and advanced features.
  • Users find the limited customization options in Zoho Analytics frustrating compared to other platforms, like Google Analytics.
  • Users experience limited data integration options with Zoho Analytics, hindering seamless connectivity and overall functionality.
  • Users face integration issues with Zoho Analytics, limiting connections to external data sources and complicating functionality.
  • Users feel the missing features in Zoho Analytics limit functionality, especially for advanced data analysis tasks.

What Are Recent G2 Reviews of Zoho Analytics?

What Are G2 Users Discussing About Zoho Analytics?

Cloudera

Cloudera is the only hybrid data and AI platform company that large organizations trust to bring AI to their data anywhere it lives. Unlike other providers, Cloudera delivers a consistent cloud experience that converges public clouds, on-prem data centers, and the edge, leveraging a proven open-source foundation. As the pioneer in big data, Cloudera empowers businesses to apply AI and assert control over 100% of their data, in all forms, improving security, governance, and real-time and predictive insights. The world’s largest brands across all industries rely on Cloudera to transform decision-making and ultimately boost bottom lines, safeguard against threats, and save lives. Cloudera Anywhere Cloud™: Build and scale applications across any environment. The modular hybrid data and AI platform engineered for the agentic era empowers teams to deploy production-grade data and AI workloads across multi-cloud, on-premises, and sovereign environments while maintaining digital sovereignty. The Cloudera data and AI platform includes: Cloudera AI: Deploy and scale any AI model, anywhere. Cloudera brings compute to governed data where it lives for Private AI anywhere by design. Complete control, security, and governance of mission-critical data, models, agents, and inference ensure faster sovereign AI deployments. Cloudera Data-in-Motion: Make fast decisions from real-time data anywhere. Move data with any structure from any source to any destination seamlessly across hybrid environments, enabling in-the-moment business-critical decisions by processing and analyzing real-time data anywhere, from the edge to AI, as business happens. Cloudera Open Data Lakehouse: Process any data, anywhere, for actionable insights. Make smart decisions with an open data lakehouse powered by Apache Iceberg that delivers trusted, reliable, and unified data to fuel agents, AI applications, and analytics, improving collaboration, breaking silos, and simplifying sharing. Cloudera Unified Data Fabric: Unify security and governance across the entire data estate. Move beyond fragmented data management: Break down silos and connect disparate data sources intelligently and securely to provide a unified view of all organizational data and centralized end-to-end control across complex hybrid data environments.

Average Rating: 4.2/5.0

Total Reviews: 208

How Do G2 Users Rate Cloudera?

  • Has the product been a good partner in doing business?: 8.5/10 (Category avg: 9.2/10)
  • Steps to Answer: 6.1/10 (Category avg: 8.4/10)
  • Reports Interface: 6.9/10 (Category avg: 8.8/10)
  • Calculated Fields: 6.2/10 (Category avg: 8.5/10)

Who Is the Company Behind Cloudera?

  • Seller: Cloudera
  • Company Website:
  • Year Founded: 2008
  • HQ Location: Santa Clara, CA
  • LinkedIn® Page: www.linkedin.com
    3,505 employees on LinkedIn®
  • Phone: 888-789-1488

Who Uses This Product?

  • Who Uses This: Data Engineer, Software Engineer
  • Top Industries: Information Technology and Services, Banking
  • Company Size: 39% Large, 33% Small

What Do G2 Reviewers Say About Cloudera?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Cloudera, enjoying its straightforward installation and maintenance for analytics.
  • Users commend Cloudera for its exceptional scalability, enabling seamless integration and efficient big data management.
  • Users commend Cloudera for its robust security, ideal for high-scale enterprise-level data engineering tasks.
  • Users appreciate the easy and secure data management provided by Cloudera, enabling smart analytics and decision-making.
  • Users value the user-friendly features of Cloudera, which simplify big data handling and improve workflow efficiency.
Cons
  • Users express concerns over the high costs associated with Cloudera, making it less accessible for some.
  • Users find Cloudera to have a complex setup and operational challenges, especially for inexperienced professionals.
  • Users find Cloudera setup to be difficult to learn, especially for beginners navigating its complex interface.
  • Users find the documentation lacking, which hampers navigating data configurations and resolving errors effectively.
  • Users face significant access issues with Cloudera, including limited documentation and authorization errors during task execution.

What Are Recent G2 Reviews of Cloudera?

What Are G2 Users Discussing About Cloudera?

ILUM

Ilum: A Data Platform Built by Data Engineers, for Data Engineers Ilum is a Data Lakehouse platform that unifies data management, distributed processing, analytics, and AI workflows for AI engineers, data engineers, data scientists, and analysts. It belongs to the Data Platform, Data Lakehouse, and Data Engineering software categories and supports flexible deployment across cloud, on-premise, and hybrid environments. Ilum enables technical teams to build, operate, and scale modern data infrastructure using open standards. It integrates tools for batch processing, stream processing, notebook-based exploration, workflow orchestration, and business intelligence, All In a Single Platform. Ilum supports modern open table formats like Delta Lake, Apache Iceberg, Apache Hudi, and Apache Paimon. It also offers native integration with Apache Spark and Trino for compute, with Apache Flink support currently in development. Key features include: - SQL Editor: Query Delta, Iceberg, Hudi, or Spark SQL with autocomplete, result previews, and metadata inspection. - Data Lineage & Catalog: Visualize data flow using OpenLineage and explore datasets through a searchable Data Catalog. - Notebook Integration: Use built-in Jupyter notebooks pre-wired to Spark, metadata, and your data environment for exploration or modeling. - Spark Job Management: Submit, monitor, and debug Spark jobs with integrated logs, metrics, scheduling, and a built-in Spark History Server. - Trino Support: Run federated queries across multiple data sources using Trino directly from within Ilum. - Declarative Pipelines: Define repeatable ETL and analytics pipelines, with dependency tracking and recovery logic. - Automatic ERD Diagrams: Instantly generate ER diagrams from schemas to aid in data understanding and onboarding. - ML Experimentation & Tracking: Includes MLflow for managing experiments, tracking parameters, metrics, and artifacts, fully integrated with notebooks and data pipelines to streamline model development workflows. - AI Integration & Deployment: Supports both classical ML and modern AI use cases, including GenAI workflows, vector search, and embedding-based applications. Models can be registered, versioned, and deployed for inference within declarative pipelines. - Built-in AI Agent Interface: Ilum integrates, providing a GPT-style interface to interact with your data, trigger pipelines, generate SQL, or explore metadata using natural language, bringing GenAI capabilities directly into your data platform. - BI Dashboards: Native support for Apache Superset, with JDBC integration for Tableau, Power BI, and other BI tools. Additional highlights: - Multi-Cluster Management: Connect multiple Spark or Kubernetes clusters to scale and isolate workloads. - Fine-Grained Access Control: LDAP, OAuth2, and Hydra integration for secure, role-based access. - Hybrid Ready: Designed to replace Databricks or Cloudera in environments where cloud adoption is partial, regulated, or not possible.

Average Rating: 4.9/5.0

Total Reviews: 23

How Do G2 Users Rate ILUM?

  • Has the product been a good partner in doing business?: 9.7/10 (Category avg: 9.2/10)
  • Steps to Answer: 9.8/10 (Category avg: 8.4/10)
  • Reports Interface: 10.0/10 (Category avg: 8.8/10)
  • Calculated Fields: 9.8/10 (Category avg: 8.5/10)

Who Is the Company Behind ILUM?

  • Seller: Ilum
  • Company Website:
  • Year Founded: 2019
  • HQ Location: Santa Fe, US
  • LinkedIn® Page: www.linkedin.com
    5 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Telecommunications
  • Company Size: 52% Large, 35% Medium

What Do G2 Reviewers Say About ILUM?

AI-generated summary from verified user reviews

Pros
  • Users commend the user-friendly interface of ILUM, enjoying seamless integration and straightforward workflows for daily tasks.
  • Users value the seamless integration of ILUM with existing tools, enhancing workflows and increasing efficiency.
  • Users value the seamless integrations of ILUM, which enhance workflow efficiency without major overhauls required.
  • Users appreciate the setup ease of ILUM, allowing seamless integration and quick deployment in existing environments.
  • Users value the easy integrations of ILUM, allowing seamless connection with existing tools and workflows.
Cons
  • Users note the complex setup of ILUM, requiring significant initial effort and expertise for optimal configuration.
  • Users find the difficult setup of ILUM challenging, requiring expertise and experimentation to optimize configurations effectively.
  • Users find the learning curve steep for ILUM's advanced features but appreciate effective support for navigation.
  • Users note that administrative settings could be more accessible, requiring extra effort to manage effectively.
  • Users highlight the complexity of initial setup requiring deep technical knowledge and extensive documentation for configuration.

What Are Recent G2 Reviews of ILUM?

Gathr.ai

Gathr.ai powers AI with complete data context for higher quality intelligence. With day-zero, high-fidelity data discourse, users can get data-backed answers to the ‘why’, ‘what-if’, and ‘how do I’ questions that drive business KPIs forward. This intelligence is delivered natively on top of the organization’s existing data estate — including data warehouses, databases, federated SQL engines, and operational systems. Leading businesses across industries also rely on Gathr.ai to build high-performance data pipelines, bespoke Data+AI solutions, and action-driven analytics experiences. Built for builders, Gathr.ai delivers agility, performance, and control. It snaps into the existing stack — integrating upstream and downstream systems with no extra plumbing. It gives developers starter-kit speed and full extension freedom.

Average Rating: 4.8/5.0

Total Reviews: 33

How Do G2 Users Rate Gathr.ai?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.2/10)
  • Steps to Answer: 9.8/10 (Category avg: 8.4/10)
  • Reports Interface: 9.8/10 (Category avg: 8.8/10)
  • Calculated Fields: 9.8/10 (Category avg: 8.5/10)

Who Is the Company Behind Gathr.ai?

  • Seller: Gathr.ai
  • Year Founded: 2022
  • HQ Location: Los Gatos, CA, US
  • LinkedIn® Page: www.linkedin.com
    46 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Associate Software Engineer
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 79% Medium, 21% Large

What Do G2 Reviewers Say About Gathr.ai?

AI-generated summary from verified user reviews

Pros
  • Users value the seamless integrations of Gathr.ai, enabling efficient data processing and AI application development effortlessly.
  • Users value the data management capabilities of Gathr.ai, allowing natural language access to insightful data-driven answers.
  • Users value the easy drag-and-drop interface of Gathr.ai, enabling quick creation of complex data pipelines.
  • Users appreciate the ease of use of Gathr.ai, enabling effortless data ingestion and custom ETL applications.
  • Users value the easy integrations of Gathr.ai, enabling quick setup of complex pipelines and workflows effortlessly.
Cons
  • Users face access issues due to limited native connectors, requiring them to build their own in some situations.
  • Users experience connection issues when configuring connectors for legacy systems, though support offers prompt assistance.
  • Users find the difficult setup of custom connectors in Gathr.ai requires additional effort but is manageable.
  • Users find the lack of real-time data challenging for monitoring and improving pipeline performance effectively.
  • Users find the performance optimization process challenging, particularly regarding real-time streaming and data transfer visibility.

What Are Recent G2 Reviews of Gathr.ai?

Tian Lin
TL
Researched and written by Tian Lin
Updated July 2, 2025