Top Free Analytics Platforms - Page 4

How Many Analytics Platforms Products Does G2 Track?

Total Products under this Category: 604

Category Stats (Sep 2026)

  • Average Rating: 4.51/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Cube (+2.46%) - Among all products in this category, Cube recorded the largest rating increase compared to last month

Last updated: September 26, 2026

How Does G2 Rank Analytics Platforms Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 29,600+ Authentic Reviews
  • 604+ 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: Microsoft Power BI, Tableau, Databricks, SAS Viya, Alteryx, Domo, Looker, and Kyvos Semantic Layer.

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

Astrato

𝗔𝘀𝘁𝗿𝗮𝘁𝗼 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀 𝗶𝘀 𝗮 𝘄𝗮𝗿𝗲𝗵𝗼𝘂𝘀𝗲-𝗻𝗮𝘁𝗶𝘃𝗲 𝗯𝘂𝘀𝗶𝗻𝗲𝘀𝘀 𝗶𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲 𝗽𝗹𝗮𝘁𝗳𝗼𝗿𝗺 𝘁𝗵𝗮𝘁 𝗲𝗻𝗮𝗯𝗹𝗲𝘀 𝗼𝗿𝗴𝗮𝗻𝗶𝘀𝗮𝘁𝗶𝗼𝗻𝘀 𝘁𝗼 𝗯𝘂𝗶𝗹𝗱, 𝗲𝗺𝗯𝗲𝗱, 𝗮𝗻𝗱 𝘀𝗵𝗮𝗿𝗲 𝗶𝗻𝘁𝗲𝗿𝗮𝗰𝘁𝗶𝘃𝗲 𝗱𝗮𝘀𝗵𝗯𝗼𝗮𝗿𝗱𝘀 𝗮𝗻𝗱 𝗱𝗮𝘁𝗮 𝗮𝗽𝗽𝗹𝗶𝗰𝗮𝘁𝗶𝗼𝗻𝘀 𝗱𝗶𝗿𝗲𝗰𝘁𝗹𝘆 𝗼𝗻 𝘁𝗼𝗽 𝗼𝗳 𝗰𝗹𝗼𝘂𝗱 𝗱𝗮𝘁𝗮 𝘄𝗮𝗿𝗲𝗵𝗼𝘂𝘀𝗲𝘀 𝗶𝗻𝗰𝗹𝘂𝗱𝗶𝗻𝗴 𝗦𝗻𝗼𝘄𝗳𝗹𝗮𝗸𝗲, 𝗕𝗶𝗴𝗤𝘂𝗲𝗿𝘆, 𝗗𝗮𝘁𝗮𝗯𝗿𝗶𝗰𝗸𝘀, 𝗖𝗹𝗶𝗰𝗸𝗛𝗼𝘂𝘀𝗲, 𝗦𝘂𝗽𝗮𝗯𝗮𝘀𝗲, 𝗔𝗺𝗮𝘇𝗼𝗻 𝗥𝗲𝗱𝘀𝗵𝗶𝗳𝘁, 𝗣𝗼𝘀𝘁𝗴𝗿𝗲𝗦𝗤𝗟, 𝗮𝗻𝗱 𝗗𝗿𝗲𝗺𝗶𝗼. Astrato's zero-copy architecture connects to the warehouse via a live-query engine, which means every dashboard, report, and workflow runs against the source data in real time — without extracts, data movement, or cached copies. Security policies such as row-level access controls and PII masking are inherited directly from the warehouse, reducing governance overhead for IT and data teams. 𝗧𝗵𝗲 𝗽𝗹𝗮𝘁𝗳𝗼𝗿𝗺 𝘀𝘂𝗽𝗽𝗼𝗿𝘁𝘀 𝘁𝗵𝗿𝗲𝗲 𝗽𝗿𝗶𝗺𝗮𝗿𝘆 𝘂𝘀𝗲 𝗰𝗮𝘀𝗲𝘀: • 𝗚𝘂𝗶𝗱𝗲𝗱 𝘀𝗲𝗹𝗳-𝘀𝗲𝗿𝘃𝗶𝗰𝗲 𝗕𝗜. A no-code interface with 70+ out-of-the-box chart types allows business users to explore data, build dashboards, and generate reports without SQL. A shared semantic layer ensures governed, reusable metric definitions across all users and content. No-code Actions let designers chain clicks, filters, and navigation into guided flows — so end users get an app-like experience, not a blank dashboard. • 𝗖𝘂𝘀𝘁𝗼𝗺𝗲𝗿-𝗳𝗮𝗰𝗶𝗻𝗴 𝗮𝗻𝗱 𝗶𝗻𝘁𝗲𝗿𝗻𝗮𝗹 𝗲𝗺𝗯𝗲𝗱𝗱𝗲𝗱 𝗮𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀. Fully white-labeled dashboards and workflows can be embedded into external products, portals, CRMs, ERPs, and intranet tools. Three embedding modes are supported — single object, grouped visuals, or full interactive workbooks — delivered via iframe with mobile-responsive layouts. Multi-tenant isolation is enforced at both warehouse and application level via row-level filters, group permissions, and SSO pass-through. Built-in usage telemetry tracks engagement, exploration patterns, and drop-off. • 𝗢𝗽𝗲𝗿𝗮𝘁𝗶𝗼𝗻𝗮𝗹 𝗱𝗮𝘁𝗮 𝗮𝗽𝗽𝘀 𝗮𝗻𝗱 𝘄𝗼𝗿𝗸𝗳𝗹𝗼𝘄𝘀. Writeback capabilities let users push data back into the warehouse from any dashboard, app, or embedded view — supporting planning, forecasting, approvals, and field updates. No-code forms with validation, conditional logic, and multi-step flows can be built without engineering. Action buttons can trigger stored procedures, external functions, Salesforce updates, Slack posts, and emails, so analytics drive downstream action. 𝗔𝗱𝗱𝗶𝘁𝗶𝗼𝗻𝗮𝗹 𝗰𝗮𝗽𝗮𝗯𝗶𝗹𝗶𝘁𝗶𝗲𝘀 𝗶𝗻𝗰𝗹𝘂𝗱𝗲: • 𝗦𝗰𝗵𝗲𝗱𝘂𝗹𝗲𝗱 𝗿𝗲𝗽𝗼𝗿𝘁𝗶𝗻𝗴 & 𝗱𝗶𝘀𝘁𝗿𝗶𝗯𝘂𝘁𝗶𝗼𝗻. Live, branded reports generated from the warehouse and delivered automatically in PDF, Excel, PowerPoint, or image format to email, Slack, Microsoft Teams, or SharePoint. Teams can upload their own Excel or PowerPoint templates and have them populated with live data at run-time. Per-recipient row-level security ensures governed distribution, and reports can be archived to S3, Google Drive, or SharePoint for audit and compliance. • 𝗚𝗲𝗻 𝗔𝗜 & 𝗕𝗜 𝗖𝗼𝗽𝗶𝗹𝗼𝘁. Contextual AI Insights generate summaries that regenerate as users filter and drill. BI Copilot accelerates build time by generating chart titles, business-friendly field labels, and complex measures like YoY growth or retention from plain-language input. Custom Report lets end users ask questions in natural language and get visualizations back. Every AI output is grounded in the semantic layer. Bring your own LLM — Snowflake Cortex, OpenAI, Azure OpenAI, Claude by Anthropic, or Google Gemini — or use the default provider. With Snowflake Cortex, queries execute inside the warehouse and data never leaves. Admins control AI features via independent per-capability toggles. • 𝗘𝗺𝗯𝗲𝗱𝗱𝗶𝗻𝗴 𝗮𝗻𝗱 𝗶𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗶𝗼𝗻. Dashboards can be embedded with full white-label control over colours, fonts, logos, layout, and domain. Authentication is handled via SSO pass-through, OAuth, or token-based access. SCIM and APIs support automated user provisioning at scale. • 𝗚𝗼𝘃𝗲𝗿𝗻𝗮𝗻𝗰𝗲 & 𝗹𝗶𝗳𝗲𝗰𝘆𝗰𝗹𝗲 𝗰𝗼𝗻𝘁𝗿𝗼𝗹. Role-based access control across view, edit, design, export, and admin. Workbook lifecycle governance with draft, version, publish workflows and change tracking. Row-level security inherited from the warehouse or configured per semantic layer. • 𝗘𝗻𝘁𝗲𝗿𝗽𝗿𝗶𝘀𝗲-𝗴𝗿𝗮𝗱𝗲 𝘀𝗲𝗰𝘂𝗿𝗶𝘁𝘆 & 𝗰𝗼𝗺𝗽𝗹𝗶𝗮𝗻𝗰𝗲: SOC 2 Type II, ISO 27001 certified, HIPAA compliant, GDPR-ready. Snowflake Technology Partner and Google Cloud Ready – BigQuery. Astrato is used by data teams, product teams, and analytics leaders across SaaS companies, data businesses, agencies, and enterprises. Pricing is structured to scale with embedded use cases involving large numbers of external users.

Average Rating: 4.7/5.0

Total Reviews: 24

How Do G2 Users Rate Astrato?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.2/10)
  • Steps to Answer: 8.6/10 (Category avg: 8.4/10)
  • Reports Interface: 9.5/10 (Category avg: 8.8/10)
  • Calculated Fields: 9.0/10 (Category avg: 8.5/10)

Who Is the Company Behind Astrato?

Who Uses This Product?

  • Company Size: 40% Medium, 32% Small

What Do G2 Reviewers Say About Astrato?

AI-generated summary from verified user reviews

Pros
  • Users praise the ease of use of Astrato, highlighting its intuitive design and minimal dependency on technical resources.
  • Users commend the exceptional customer support of Astrato, enhancing usability and reducing the learning curve effectively.
  • Users love the seamless integration with Snowflake, enabling quick setup and efficient analytics workflows.
  • Users value the easy, user-friendly learning experience of Astrato, enabling quick mastery and effective data exploration.
  • Users value the dashboard customization of Astrato, enabling easy and flexible solutions for non-technical professionals.
Cons
  • Users note the missing features in Astrato hinder functionality compared to more established tools, affecting overall user experience.
  • Users report encountering bugs and usability issues with Astrato, complicating their experience and affecting efficiency.
  • Users find that complex data modeling in Astrato can be challenging, requiring significant expertise for optimal results.
  • Users note that Astrato's complex usage can be challenging, especially with bugs and less intuitive features compared to established tools.
  • Users find that Astrato has a steep learning curve due to bugs and usability challenges compared to established tools.

What Are Recent G2 Reviews of Astrato?

Equals

The next-generation spreadsheet. Equals is the fastest, most flexible way to measure and report on your SaaS business. Automate your reporting with precision. Analyze from the comfort of a spreadsheet. Powered by live data from Stripe, Salesforce, Hubspot, and your SQL database. ---- We all understand the power and value of data. Yet, amongst the explosion of new tools to help us make sense of it all, we invariably end up back in a spreadsheet. BI tools are inherently complex and one-size-fits-all solutions simply don't cut it. Why? The spreadsheet is the only tool that gives you the flexibility to match the specifics of your business. There's really nothing like it — a canvas on which you can play, move, touch, and feel data while building compounding, sophisticated analyses and reports. Yet, starting analyses in Excel and Sheets is painful. Your data always comes from somewhere else, you have to export it to a CSV, import it into your spreadsheet, and hope you didn't miss anything. And then keeping it up-to-date is the original pain times ten. At Equals, we're building a next-generation spreadsheet that works just like those that came before but is fit for this era of work. It's directly connected to your data and is as unconstrained and flexible as a spreadsheet. It's paired with BI-grade dashboards that are as quick and easy to create as a doc. Based in North America, we have been building software and companies for 10+ years at the likes of Intercom, Atlassian, Stripe, and Loom. We're backed by the best innovators and investors in Silicon Valley, including a16z and Craft Ventures.

Average Rating: 4.8/5.0

Total Reviews: 39

How Do G2 Users Rate Equals?

  • Has the product been a good partner in doing business?: 9.7/10 (Category avg: 9.2/10)
  • Steps to Answer: 8.8/10 (Category avg: 8.4/10)
  • Reports Interface: 9.5/10 (Category avg: 8.8/10)
  • Calculated Fields: 9.5/10 (Category avg: 8.5/10)

Who Is the Company Behind Equals?

  • Seller: Equals
  • Year Founded: 2021
  • HQ Location: US Remote
  • Twitter: @heyequals
    3,799 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    25 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: CEO
  • Top Industries: Computer Software
  • Company Size: 85% Small, 15% Medium

What Do G2 Reviewers Say About Equals?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use with Equals, benefiting from intuitive interaction and superb support throughout their experience.
  • Users commend the incredible customer support of Equals, appreciating their responsiveness and helpfulness in data setup.
  • Users praise the fast and convenient data analysis of Equals, enjoying seamless integration and excellent support.
  • Users love the data manipulation capabilities of Equals, enabling dynamic dashboard building and live data analysis.
  • Users find the setup ease of Equals exceptional, making integration and onboarding swift and efficient.
Cons
  • Users experience bugs and crashes while using Equals, especially with large data sets and date formatting issues.
  • Users note a slight learning curve with Equals, finding the interface confusing for beginners despite strong support resources.
  • Users desire a filters feature in Equals, highlighting its current lack for non-technical team members.
  • Users find the complex usage of Equals challenging, especially for those who are new to the product.
  • Users experience copy-paste issues in Equals, finding it less intuitive compared to Excel and wishing for more shortcuts.

What Are Recent G2 Reviews of Equals?

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: 987

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: 7.7/10 (Category avg: 8.4/10)
  • Reports Interface: 8.3/10 (Category avg: 8.8/10)
  • Calculated Fields: 8.0/10 (Category avg: 8.5/10)

Who Is the Company Behind Sisense?

  • Seller: Sisense, Inc.
  • Company Website:
  • Year Founded: 2004
  • HQ Location: New York
  • Twitter: @Sisense
    6,543 Twitter followers
  • 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 find Sisense's ease of use exceptional, facilitating clear data visualization and seamless integration for better insights.
  • Users appreciate Sisense's easy dashboard and widget creation, enhancing data insights and user-friendly visualizations.
  • Users value the seamless integrations of Sisense, allowing for efficient data management and user-friendly analytics across platforms.
  • Users praise the amazing customer support of Sisense, highlighting their quick response and effective assistance.
  • Users value the extensive dashboard customization in Sisense, enabling tailored data visualization and improved insights.
Cons
  • Users experience a steep learning curve in implementing Sisense, making setup challenging, especially for the less technical.
  • Users note the missing features in Sisense, including limited query capabilities and insufficient visualization options.
  • Users find Sisense buggy and visually unappealing, with unreliable customer support and CI/CD issues affecting their operations.
  • Users find dashboard setup tedious and complicated, requiring extensive technical knowledge and design skills for effective use.
  • Users find limited customization in Sisense dashboards, making it challenging for non-technical users to optimize their experience.

What Are Recent G2 Reviews of Sisense?

What Are G2 Users Discussing About Sisense?

Mode

Mode is the first BI platform to embrace the way modern data teams work, which enables data leaders to drive more efficient, higher impact analysis and increased data maturity through true self-service. As the unified intelligence layer, Mode maximizes modern data stack ROI and turns data into a competitive advantage for leading businesses across all sectors and stages.

Average Rating: 4.5/5.0

Total Reviews: 319

How Do G2 Users Rate Mode?

  • Has the product been a good partner in doing business?: 9.1/10 (Category avg: 9.2/10)
  • Steps to Answer: 8.1/10 (Category avg: 8.4/10)
  • Reports Interface: 8.7/10 (Category avg: 8.8/10)
  • Calculated Fields: 8.3/10 (Category avg: 8.5/10)

Who Is the Company Behind Mode?

  • Seller: Mode Analytics, Inc.
  • Year Founded: 2013
  • HQ Location: San Francisco, California
  • Twitter: @ModeAnalytics
    6,658 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    694 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Data Scientist, Data Analyst
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 47% Medium, 29% Large

What Do G2 Reviewers Say About Mode?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the user-friendly interface and robust feature tracking, enhancing self-service exploration and data analysis.
  • Users highlight the customization options in Mode, enabling tailored experiences for both analysts and business users.
  • Users find the ease of implementation with Mode's SSO functionality enhances accessibility and efficiency across the organization.
  • Users appreciate the ease of use in Mode, benefiting from a clean UI and role-based features for all.
  • Users value the efficiency of Mode, benefiting from clear visibility and streamlined data analysis for all roles.
Cons
  • Users find the complex setup challenging for non-technical users, requiring significant admin support for authentication.
  • Users find complex usage a barrier, especially for less technical users needing significant admin support for onboarding.
  • Users find that on-boarding less technical users is challenging, as it requires substantial admin support for data integration.
  • Users find difficult learning curves for onboarding less technical users, requiring admin support for effective integration.
  • Users find initial difficulty in onboarding less technical users, requiring substantial support for effective integration.

What Are Recent G2 Reviews of Mode?

DataGPT

DataGPT is the world's first conversational AI analyst enabling users to ask any questions about their data in natural language and receive complete answers within seconds. DataGPT is fully autonomous chatbot with memory, capable of answering complex questions like "why did revenue drop?" and having any data-related conversation with any user. DataGPT revolutionizes data analysis by letting you talk directly with your data, delivering instant, analyst-grade insights for smarter business decisions. Our customers experience significant revenue growth and cost reduction, resulting in an average ROI of 2,178% per quarter. How it works: 1. Connects to any Data Source - Easily connect, define your schema, and create a single source of truth for all users. 2. Analyst-Quality Answers - DataGPT performs expert-level analysis across every segment in your data. 3. Instant Responses - DataGPT queries millions of data points 100x faster than current data warehouses. 4. Explore and Drill into your Data - With each DataGPT answer, the Data Navigator allows further exploration and exhaustive drill down capabilities. DataGPT is a product developed and owned by Comparative, Inc.

Average Rating: 4.7/5.0

Total Reviews: 16

How Do G2 Users Rate DataGPT?

  • Has the product been a good partner in doing business?: 9.3/10 (Category avg: 9.2/10)
  • Steps to Answer: 9.4/10 (Category avg: 8.4/10)
  • Reports Interface: 8.6/10 (Category avg: 8.8/10)
  • Calculated Fields: 9.3/10 (Category avg: 8.5/10)

Who Is the Company Behind DataGPT?

  • Seller: Comparative
  • Year Founded: 2021
  • HQ Location: San Francisco, California
  • LinkedIn® Page: www.linkedin.com
    4 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services
  • Company Size: 63% Medium, 31% Small

What Do G2 Reviewers Say About DataGPT?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the efficiency of DataGPT in refining data perfectly from large datasets.
Cons
  • Users note a lack of detail in DataGPT, occasionally omitting important data that may be necessary.

What Are Recent G2 Reviews of DataGPT?

Klipfolio

Klipfolio Klips is a dashboard and reporting platform that lets you build real-time, pixel-perfect data visualizations and distribute powerful custom dashboards and reports. It allows teams and businesses to connect, model, and visualize data from multiple sources in one place, helping your team or your clients make informed, data-driven decisions. Product Category Klips falls under the category of business intelligence and dashboard software, specifically designed to create dynamic, customizable data visualizations. It focuses on empowering small and mid-sized businesses with accessible, real-time analytics to unify their data for better insights and performance tracking. Klipfolio Klips is ideal for: - Small and Mid-Sized Businesses: Teams looking for a cost-effective way to gain actionable insights and improve decision-making with custom dashboards. - Data Analysts: Professionals who need flexible tools to model, visualize, and distribute metrics to stakeholders. - Client-Focused Organizations: Agencies or teams who want to create professional, branded dashboards for their clients. Klipfolio Klips helps businesses gain a single source of truth for their data with: - Real-Time Dashboards: Build highly customizable dashboards that update in real-time to track business performance. - Wide Data Integration: Connect to hundreds of services, APIs, databases, and spreadsheets for seamless data aggregation. - Data Modeling Tools: Transform, combine, and format data within Klipfolio to prepare it for analysis. - Customizable Visualizations: Create pixel-perfect charts, graphs, and visualizations tailored to your unique needs. - Accessible Reports: Share insights through PDF reports, scheduled emails, or published dashboard links for external access. - With Klips, teams can centralize their data, ensure consistency, and access insights anytime, anywhere, helping them make smarter, more informed decisions.

Average Rating: 4.5/5.0

Total Reviews: 240

How Do G2 Users Rate Klipfolio?

  • Has the product been a good partner in doing business?: 9.3/10 (Category avg: 9.2/10)
  • Steps to Answer: 8.4/10 (Category avg: 8.4/10)
  • Reports Interface: 8.9/10 (Category avg: 8.8/10)
  • Calculated Fields: 8.5/10 (Category avg: 8.5/10)

Who Is the Company Behind Klipfolio?

  • Seller: Klipfolio
  • Year Founded: 2001
  • HQ Location: Ottawa, ON
  • Twitter: @klipfolio
    4,430 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    21 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Data Analyst
  • Top Industries: Marketing and Advertising, Computer Software
  • Company Size: 55% Small, 36% Medium

What Do G2 Reviewers Say About Klipfolio?

AI-generated summary from verified user reviews

Pros
  • Users enjoy the smooth integration capabilities of Klipfolio, enhancing data connectivity and user experience.
  • Users value the responsive customer support of Klipfolio, ensuring quick assistance whenever needed.
  • Users find Klipfolio to be incredibly easy to understand, making data visualization effortless and efficient.
  • Users value the ease of use of Klipfolio, benefiting from quick setup and responsive support.
  • Users appreciate the intuitive design and clean UI of Klipfolio, enhancing their overall experience and integrations.
Cons
  • Users find the limited chart functionality of Klipfolio restricts options compared to more advanced tools like Power BI.

What Are Recent G2 Reviews of Klipfolio?

What Are G2 Users Discussing About Klipfolio?

ClicData

ClicData is a cloud-based data platform that spans multiple product categories: Business Intelligence, ETL, Data Warehousing and Data Lakehouse, Data Visualization, Embedded Analytics, and AI-powered Analytics. It is built to support the full data lifecycle: from ingestion and storage to transformation, visualization, and distribution within a single environment, extended with native AI capabilities and an MCP (Model Context Protocol) server for programmatic AI integration. Mid-market companies use ClicData to consolidate data workflows that would otherwise require separate tools for each stage. The platform is used across industries including retail, healthcare, media, manufacturing, and public services, by both centralized data teams and operational groups managing their own reporting needs. Core Capabilities - Connecting to databases, cloud applications, APIs, and flat files through a library of pre-built connectors - Storing and organizing data in an integrated data warehouse and data lake structure - Cleaning and transforming data using no-code ETL interfaces or SQL - Building dashboards and reports using a drag-and-drop editor or an AI dashboard builder that generates interactive, fully functional dashboards from plain-language prompts - Asking questions about your data in natural language with Ask AI: get instant answers, trend summaries, and data explanations directly inside ClicData, no query language required -Detecting anomalies and surfacing forecasts automatically, with AI-assisted insights embedded directly in dashboards and alerts -Scheduling data refreshes, automating alerts, and delivering reports on defined triggers - Embedding dashboards into third-party platforms or client-facing applications - Extending analysis with Python scripts for statistical modeling or machine learning workflows - Connecting external AI agents and tools via ClicData's MCP server, enabling AI assistants and automation workflows to query, manage, and act on ClicData resources programmatically For Leadership and Business Leaders ClicData provides a governed environment where data from multiple sources can be consolidated and made available across teams. It reduces dependency on ad hoc data requests by giving team leads and operational teams direct access to up-to-date dashboards and reports. AI is built into the platform, not bolted on. Ask AI lets business leaders pose plain-language questions directly to their data and receive instant, contextual answers without waiting on an analyst. Anomaly detection and automated alerting mean leadership is notified of significant changes in key metrics the moment they occur, with no manual monitoring required. For Data Practitioners Data engineers and analysts can manage the full pipeline: ingestion, transformation, modeling, and delivery without switching between tools. ClicData supports both no-code and SQL or Python-based transformation, version-controlled data flows, and predictive model development. AI capabilities are deeply integrated at the pipeline level: practitioners can embed automated data quality checks, predictive models, and AI-generated enrichments directly into existing data flows. The MCP server opens a new integration surface: external AI agents, LLM-based workflows, and developer tools can connect to ClicData via the Model Context Protocol to read data, trigger actions, and orchestrate pipelines programmatically, making ClicData a first-class citizen in modern AI-native data stacks. For Operational and Business Users Teams outside of IT can access curated dashboards, apply filters, and work with data that has already been validated upstream. Ask AI surfaces trends, forecasts, and anomalies in plain language, making it possible for non-technical users to act on predictive insights without any analytical expertise. Embedded analytics capabilities allow organizations to surface data, including AI-generated insights, directly within the products or portals their end users already work in, with no separate BI login required. ClicData addresses the common challenge of fragmented data stacks by covering data engineering, storage, analytics, and now AI in one platform. With native Ask AI, an AI dashboard builder, automated anomaly detection, and an MCP server for AI agent integration, ClicData is built for organizations that want intelligence embedded throughout their data workflows, not as an afterthought. It is suited for growing organizations looking to standardize how data is collected, managed, consumed, and acted on across different teams and functions.

Average Rating: 4.5/5.0

Total Reviews: 41

How Do G2 Users Rate ClicData?

  • Has the product been a good partner in doing business?: 8.8/10 (Category avg: 9.2/10)
  • Steps to Answer: 7.8/10 (Category avg: 8.4/10)
  • Reports Interface: 8.6/10 (Category avg: 8.8/10)
  • Calculated Fields: 8.0/10 (Category avg: 8.5/10)

Who Is the Company Behind ClicData?

  • Seller: ClicData
  • Company Website:
  • Year Founded: 2008
  • HQ Location: Lille, France
  • Twitter: @ClicData
    806 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    47 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 55% Small, 31% Medium

What Are Recent G2 Reviews of ClicData?

What Are G2 Users Discussing About ClicData?

Draxlr

Draxlr is a self-service Business intelligence and an embedded analytics tool built for SaaS teams. Most teams get their first embedded dashboard live within days. The setup is straightforward enough that non-technical team members can build and update dashboards without writing SQL, using the drag-and-drop builder or the AI query tool that generates queries from plain English. For SaaS products that need customer-facing analytics, Draxlr embeds fully interactive dashboards via HTML, ReactJS SDK, VueJS SDK, or backend API. The Premium plan starts at $75/month and includes white labeling, unlimited customer viewers, and multi-tenant data filtering, with no per-viewer fees at any scale. For internal teams, Draxlr provides real-time dashboards, alerts when critical metrics change, scheduled reports, and secure shareable dashboard links for client reporting. Draxlr connects with all major SQL databases like Postgres, MySQL, Supabase, MariaDB, MSSQL, CockroachDB, Redshift, PlanetScale, YugaByte, BigQuery, Snowflake, ClickHouse, Databricks, Neon.

Average Rating: 4.8/5.0

Total Reviews: 13

How Do G2 Users Rate Draxlr?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.2/10)
  • Steps to Answer: 8.3/10 (Category avg: 8.4/10)
  • Reports Interface: 9.3/10 (Category avg: 8.8/10)
  • Calculated Fields: 8.6/10 (Category avg: 8.5/10)

Who Is the Company Behind Draxlr?

  • Seller: Draxlr
  • Year Founded: 2016
  • HQ Location: Bengaluru, Karnataka, India
  • Twitter: @getdraxlr
    71 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    30 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 92% Small, 8% Medium

What Do G2 Reviewers Say About Draxlr?

AI-generated summary from verified user reviews

Pros
  • Users love the ease of use of Draxlr, enabling effortless dashboard creation for both technical and non-technical users.
  • Users rave about the excellent customer support from Draxlr, highlighting quick responses and helpful assistance.
  • Users love the intuitive charting features of Draxlr, making dashboard creation easy and visually appealing.
  • Users love the user-friendly data visualization in Draxlr, enhancing business growth and simplifying analysis.
  • Users find the setup ease of Draxlr exceptional, enabling quick and intuitive dashboard creation for all skill levels.
Cons
  • Users find the learning curve for user management challenging, requiring time to adapt to the system.
  • Users desire more customization options for polar and radar graphs in Draxlr to enhance their experience.

What Are Recent G2 Reviews of Draxlr?

Usermaven

Usermaven is an AI-powered marketing attribution and product analytics platform for B2B SaaS companies and agencies. It connects every marketing touchpoint to revenue using multi-touch attribution, unified website and product analytics, and CRM data, helping teams see which campaigns, channels, and ads actually drive conversions.

Average Rating: 4.8/5.0

Total Reviews: 95

How Do G2 Users Rate Usermaven?

  • Has the product been a good partner in doing business?: 9.5/10 (Category avg: 9.2/10)
  • Steps to Answer: 8.6/10 (Category avg: 8.4/10)
  • Reports Interface: 9.4/10 (Category avg: 8.8/10)
  • Calculated Fields: 8.1/10 (Category avg: 8.5/10)

Who Is the Company Behind Usermaven?

  • Seller: Usermaven Inc.
  • Year Founded: 2021
  • HQ Location: Delaware, DE
  • Twitter: @usermaven
    337 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    12 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Founder, Owner
  • Top Industries: Marketing and Advertising, Computer Software
  • Company Size: 97% Small, 3% Medium

What Do G2 Reviewers Say About Usermaven?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use of Usermaven, appreciating its simple setup and intuitive data presentation.
  • Users value the actionable insights provided by Usermaven, enabling data-driven decisions that fuel business growth rapidly.
  • Users value the clear and actionable insights from Usermaven, which enhance their decision-making and drive business growth.
  • Users love the clean and user-friendly interface of Usermaven, making data tracking accessible for everyone.
  • Users find the easy setup of Usermaven effortless, enhancing their analytics experience without developer involvement.
Cons
  • Users find the missing features frustrating, particularly the lack of customization and real-time monitoring options.
  • Users find the learning curve steep, wishing for better documentation and tutorials to maximize Usermaven's benefits.
  • Users express dissatisfaction with plan limitations, particularly the restricted access to features in lower-tier subscriptions.
  • Users miss the lack of real-time monitoring for website visitors, feeling it diminishes functionality compared to previous versions.
  • Users face difficult customization with Usermaven, wishing for easier branding options for panels and graphs.

What Are Recent G2 Reviews of Usermaven?

Business Pulse

Business Pulse, Chat based business intelligence platform Features: 1. Natural  Language Data Chat: Ask questions in plain English, no SQL or technical skills required. 2. Trainable, Context-Aware AI: Tailor the platform to your business by defining KPIs, domain-specific terms, and validation rules. Responses can be customized per team, and the AI improves over time through feedback. 3. Transparent, Self-Service Analytics: Empower teams, founders, marketers, product managers, ops to explore data independently, fostering data-driven decision-making across the business. 4. Exportable Insights: Convert AI-generated answers into charts, spreadsheets, or reports, perfect for meetings, reviews, or presentations. 5. Customizable Onboarding & Setup: Whether you need a fully managed solution or need assistance designing a data warehouse and semantic layer, tailored onboarding is available. 6. Secure, Compliant Data Handling: Data remains within your cloud infrastructure. Business Pulse connects securely to your semantic layer without moving data, and supports enterprise-grade security including encryption, access control, monitoring, and SOC 2 compliance in progress. 7. Wide Data Source Support: Integrates with major cloud data warehouses (BigQuery, Snowflake, Redshift) and relational databases (PostgreSQL, MySQL, SQL Server), with custom connectors available at no extra cost. Benefits: 1. Quick Business Insights for Everyone: Teams get answers in seconds, just by chatting. No BI training, dashboards, or technical barriers. 2. Faster, Smarter Decisions: Real-time access to trusted insights means faster pivots, better forecasting, and more confident choices. 3. Save Data Team Resources: Reduce the volume of ad hoc reporting requests and empower data teams to focus on high-leverage work. 4. Customizable to Fit Any Business: Define your own metrics, filters, and governance controls to ensure insights reflect how your business runs. 5. Enterprise-Ready from Day One: Built with compliance, scalability, and security in mind for organizations of any size Who Is It for? 1. Business Decision-Makers: Founders, executives, department heads needing instant answers to business questions 2. Non-Technical Teams: Marketing, product, operations, customer success, HR, and finance teams that rely on insights but don’t use BI tools 3. Data Analysts & Engineers: Looking to scale impact by enabling self-service across the org, without sacrificing governance 4. Consultants & Agencies: Deliver client-facing insights faster and with less manual effort 5. Enterprise IT & BI Teams: Wanting a secure, compliant conversational layer on top of existing infrastructure

Average Rating: 4.9/5.0

Total Reviews: 11

How Do G2 Users Rate Business Pulse?

  • Has the product been a good partner in doing business?: 8.5/10 (Category avg: 9.2/10)
  • Steps to Answer: 8.5/10 (Category avg: 8.4/10)
  • Reports Interface: 9.1/10 (Category avg: 8.8/10)
  • Calculated Fields: 8.5/10 (Category avg: 8.5/10)

Who Is the Company Behind Business Pulse?

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About Business Pulse?

AI-generated summary from verified user reviews

Pros
  • Users experience the instantaneous data retrieval of Business Pulse, enhancing efficiency and decision-making speed.
  • Users find Business Pulse easy to use, providing immediate insights and seamless access to essential data with simple questions.
  • Users value the instant insights from Business Pulse, allowing quick access to crucial marketing data through chat.
  • Users enjoy the seamless integration of data in Business Pulse, providing quick insights and transforming data handling.
  • Users value the ease of understanding with Business Pulse, receiving quick and clear insights effortlessly.
Cons
  • Users find a steep learning curve when attempting to formulate complex questions effectively in Business Pulse.
  • Users desire more customization options for displaying results, particularly for team-wide reporting needs.
  • Users suggest there may be pricing issues that need to be addressed for a better experience with Business Pulse.

What Are Recent G2 Reviews of Business Pulse?

Omniscope Evo

Visokio builds Omniscope Evo, complete and extensible BI software for data processing, analytics and reporting. A smart experience on any device. Start from any data in any shape, load, blend, transform and explore it, extract insights through ML algorithms, then produce interactive reports and dashboards to share your findings. Omniscope is not only an all-in-one self-service BI tool with a responsive UX on all modern devices, but also a powerful and extensible platform: you can augment data workflows with Python / R scripts and enhance reports with any JS visualisation. Whether you’re a data manager, scientist or analyst, Omniscope is your complete solution: from data, through analytics to visualisation. 🧽 Data Prep, ETL: build workflows to load, stream, blend and transform any data. 🔍 Analytics: leverage machine learning, extract insights and perform visual exploration. 📊 Visualisation: design interactive reports, publish and share your results. 📜 Extensible: augment data pipelines with your Python / R scripts, enhance reports with any JS based visualisation. 🚀 Scalable: big data preparation and live query dashboards on SQL databases. 🤝 Collaboration: multi-user synchronised edits on workflows and dashboards. 🤖 Automation API: schedule parameterised data refresh & report updates, trigger tasks, alerts, edit & query data. 💐 Universal: a fresh and smart experience on any device: Windows, Mac, Linux, Android, iOS. 🏢 Deployment: on-premises or on your cloud. Built-in user permissions / OIDC / SSO 🎨 White-label: host branded data solutions and embedded analytics

Average Rating: 4.7/5.0

Total Reviews: 21

How Do G2 Users Rate Omniscope Evo?

  • Has the product been a good partner in doing business?: 9.5/10 (Category avg: 9.2/10)
  • Steps to Answer: 9.2/10 (Category avg: 8.4/10)
  • Reports Interface: 8.9/10 (Category avg: 8.8/10)
  • Calculated Fields: 9.1/10 (Category avg: 8.5/10)

Who Is the Company Behind Omniscope Evo?

  • Seller: Visokio
  • Year Founded: 2002
  • HQ Location: London, GB
  • Twitter: @Visokio
    255 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    9 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services
  • Company Size: 65% Small, 17% Large

What Are Recent G2 Reviews of Omniscope Evo?

What Are G2 Users Discussing About Omniscope Evo?

Qbo

Unscrambl’s 'Qbo' is an AI-powered, personal data analyst that allows business users to have natural language conversations with their data. Key features include NLQ, NLG, Automated Insights, machine initiated conversations, and active collaboration. Unscrambl Qbo is available as a native application on Microsoft Teams, deeply leveraging capabilities to enable remote workers with ‘live’ access to insights, storyboards during their work and meetings.

Average Rating: 4.7/5.0

Total Reviews: 31

How Do G2 Users Rate Qbo?

  • Has the product been a good partner in doing business?: 9.6/10 (Category avg: 9.2/10)
  • Steps to Answer: 8.6/10 (Category avg: 8.4/10)
  • Reports Interface: 8.8/10 (Category avg: 8.8/10)
  • Calculated Fields: 9.1/10 (Category avg: 8.5/10)

Who Is the Company Behind Qbo?

  • Seller: Unscrambl Inc
  • Year Founded: 2013
  • HQ Location: Atlanta, US
  • Twitter: @unscrambl
    163 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    5 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Accounting
  • Company Size: 69% Medium, 28% Small

What Do G2 Reviewers Say About Qbo?

AI-generated summary from verified user reviews

Pros
  • Users find Qbo to be easy to use, enabling effortless navigation and access to its various features.
  • Users love the easy integrations with Qbo, allowing seamless connections and quick access to reports.
  • Users value the efficiency of Qbo, benefiting from seamless integration and reduced manual data entry.
  • Users value the seamless integrations of Qbo, highlighting its accessibility and intuitive design for easy reporting.
  • Users appreciate the quick report generation and seamless integration with Proconnect in Qbo.
Cons
  • Users feel that bank reconciliation can be more simplified, as the current process is overly complex and challenging.
  • Users find Qbo's confusing pricing challenging, particularly due to higher costs associated with add-ons compared to competitors.
  • Users feel the pricing is higher than competitors, particularly with the additional costs for add-ons.
  • Users find the learning curve challenging as adapting from QB Desktop to Qbo can be difficult.
  • Users feel the user interface needs improvement to enhance attractiveness and overall usability of Qbo.

What Are Recent G2 Reviews of Qbo?

ConverSight

ConverSight is a Contextual Decision Intelligence Platform, built based on its patented Augmented Conversational AI and Analytics techniques. ConverSight's AI assistant, Athena, delivers business insights by connecting to customer’s data and generating insights & recommendations using machine learning techniques. With ConverSight, businesses are able to implement artificial intelligence in their response planning methods, allowing for better accuracy, stronger decision-making, and smoother reaction times, which ultimately reduces costs and drastically improves the function of the supply chain. ConverSight acts as a Supply Chain Control Tower to help businesses optimize operations, minimize disruptions, and resolve critical issues in real time. ConverSight's AI business assistant, Athena, offers businesses greater data visibility and insights to proactively improve their supply chains and make other accurate, informed decisions

Average Rating: 4.5/5.0

Total Reviews: 40

How Do G2 Users Rate ConverSight?

  • Has the product been a good partner in doing business?: 9.7/10 (Category avg: 9.2/10)
  • Steps to Answer: 8.2/10 (Category avg: 8.4/10)
  • Reports Interface: 8.5/10 (Category avg: 8.8/10)
  • Calculated Fields: 8.3/10 (Category avg: 8.5/10)

Who Is the Company Behind ConverSight?

  • Seller: ConverSight
  • Company Website:
  • Year Founded: 2017
  • HQ Location: Indianapolis, IN
  • Twitter: @ConverSight_ai
    176 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    86 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Food & Beverages
  • Company Size: 81% Small, 16% Medium

What Do G2 Reviewers Say About ConverSight?

AI-generated summary from verified user reviews

Pros
  • Users find ConverSight to be extremely easy to use, simplifying report generation and data access effortlessly.
  • Users highlight the efficiency of ConverSight in providing instant insights and ensuring faster, informed decisions.
  • Users appreciate the seamless integrations of ConverSight, enabling quick access to comprehensive insights across multiple systems.
  • Users value the speed and integration of ConverSight, enabling quick, informed decisions across multiple operational systems.
  • Users value ConverSight's insightful and interactive capabilities, enabling efficient data analysis and real-time strategic planning.
Cons
  • Users find the complexity of querying and data integration in ConverSight challenging and time-consuming.
  • Users express frustration with limited customization options in ConverSight, particularly regarding chart appearance and vocabulary understanding.
  • Users find data integration to be complex, requiring specific tailoring and causing challenges with compliance and natural language queries.
  • Users face integration issues that complicate data connectivity and customization, affecting overall user experience and efficiency.
  • Users find the learning curve steep with ConverSight, requiring significant effort to master complex queries and integrations.

What Are Recent G2 Reviews of ConverSight?

What Are G2 Users Discussing About ConverSight?

Whaly

We believe that analytics should benefit everyone. Whaly is an integrated, self-service business intelligence platform that enables data teams and business teams to work better together. Business teams are empowered to access, analyze, and share data from the tools they already use every day - HubSpot, Salesforce, Google Analytics, and more - with no technical expertise required. This means no more waiting on data teams for answers to every question. In parallel, data teams get some time back to focus on fewer menial tasks. With Whaly, you can connect, model, visualize and share your data - all from one place. Our mission is to boost adoption and foster company-wide trust in data, so that your company can make better, more informed decisions. Time to make your data work harder for you - not the other way around.

Average Rating: 4.8/5.0

Total Reviews: 25

How Do G2 Users Rate Whaly?

  • Has the product been a good partner in doing business?: 9.5/10 (Category avg: 9.2/10)
  • Steps to Answer: 10.0/10 (Category avg: 8.4/10)
  • Reports Interface: 9.0/10 (Category avg: 8.8/10)
  • Calculated Fields: 9.3/10 (Category avg: 8.5/10)

Who Is the Company Behind Whaly?

  • Seller: Whaly
  • Year Founded: 2020
  • HQ Location: Paris, FR
  • Twitter: @WhalyHQ
    56 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    15 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software
  • Company Size: 44% Medium, 40% Small

What Are Recent G2 Reviews of Whaly?

Databox

Databox is an agentic analytics platform for people responsible for business performance. It brings data from across the business into one place and organizes it around consistent metrics and the context that explains how the business works. Start with prebuilt metrics and definitions, or prepare your own data and create the custom metrics, calculations, and datasets you need. With that foundation in place, Databox does more of the recurring reporting and analysis. Ask its AI Analyst questions about your business and get clear answers with the reasoning behind them. Use Routines to surface important changes automatically. Turn insights into polished reports that explain what happened and why it matters. Or use Databox MCP to bring your performance data and context into AI tools like Claude, so analysis, decisions, and action can happen where you already work. Because the data, metrics, context, analytical capabilities, and AI-powered workflows are connected in one platform, you do not have to assemble the foundation or repeat the same analysis yourself. Databox helps you understand what is changing, see what deserves attention, and take better-informed action faster, while you remain in control. Try it free today at databox.com.

Average Rating: 4.4/5.0

Total Reviews: 189

How Do G2 Users Rate Databox?

  • 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: 9.0/10 (Category avg: 8.8/10)
  • Calculated Fields: 8.6/10 (Category avg: 8.5/10)

Who Is the Company Behind Databox?

  • Seller: Databox
  • Year Founded: 2012
  • HQ Location: Boston, MA
  • Twitter: @databoxHQ
    7,310 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    114 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Marketing Manager, Founder
  • Top Industries: Marketing and Advertising, Computer Software
  • Company Size: 71% Small, 21% Medium

What Do G2 Reviewers Say About Databox?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use of Databox, simplifying access to vital business metrics from one platform.
  • Users value the simple integrations in Databox, enabling seamless access to critical business metrics from various platforms.
  • Users value the easy integrations of Databox, seamlessly consolidating metrics from multiple systems into one tool.
  • Users praise the brilliant customer support of Databox, resolving issues promptly and enhancing the overall experience.
  • Users value the impressive AI summary feature of Databox, enhancing reporting with insightful and up-to-date information.
Cons
  • Users feel that Databox has connection issues due to a lack of integrations needed for specific industries.
  • Users note the connectivity issues with Databox, as it lacks integrations for specific industry needs.
  • Users find the pricing of Databox to be excessively high, leading to misunderstandings and customer dissatisfaction.
  • Users express frustration over expensive pricing changes without consent, leading to billing issues and lost trust.
  • Users find that the learning curve of Databox poses initial challenges, but offers long-term efficiency benefits.

What Are Recent G2 Reviews of Databox?

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