Best Embedded Business Intelligence Software with Data Modeling Capabilities

How Many Embedded Business Intelligence Software Products Does G2 Track?

Total Products under this Category: 175

Category Stats (Sep 2026)

  • Average Rating: 4.44/5 (↑0.01 vs Aug 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: ClicData (+1.36%) - Among all products in this category, ClicData recorded the largest rating increase compared to last month

Last updated: September 01, 2026

How Does G2 Rank Embedded Business Intelligence Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 18,200+ Authentic Reviews
  • 175+ 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 Embedded Business Intelligence Software

G2 Grid® for Embedded Business Intelligence Software plotting products by satisfaction and market presence

Highlighted products: Tableau, Amazon Quick, GoodData.AI, IBM Cognos Analytics, Hex, Sigma, Jaspersoft, and Domo.

Underlying data: [Grid® JSON](https://www.g2.com/categories/embedded-business-intelligence/grids.json?focus%5B%5D=tableau&focus%5B%5D=amazon-quick&focus%5B%5D=gooddata-ai&focus%5B%5D=ibm-cognos-analytics&focus%5B%5D=hex-tech-hex&focus%5B%5D=sigma-computing-sigma&focus%5B%5D=jaspersoft&focus%5B%5D=domo)

Tableau

Tableau is the world’s leading AI-powered analytics platform. Whether you are a business user or an analyst, Tableau turns trusted data into actionable insights. With our flexible, interoperable platform, you can: Turn data into action at scale with human and agent collaboration. Tableau Next delivers agentic AI for faster data-insight-action workflows. It surfaces insights, provides proactive recommendations, and helps you take action in the flow of work. Scale data-driven insights with complete operational confidence. Tableau Cloud enables fully managed analytics at scale. It accelerates your time to value and gives you access to the latest AI-powered innovations. Deploy visual, self-service analytics with unmatched control and flexibility. Tableau Server meets your organization's governance and security needs. It provides enterprise-grade, self-service analytics on-premise or in your private cloud.

Average Rating: 4.4/5.0

Total Reviews: 3,685

How Do G2 Users Rate Tableau?

  • Has the product been a good partner in doing business?: 8.6/10 (Category avg: 8.9/10)
  • Steps to Answer: 8.3/10 (Category avg: 8.3/10)
  • 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 Tableau?

  • Seller: Salesforce
  • Company Website:
  • Year Founded: 1999
  • HQ Location: San Francisco, CA
  • Twitter: @salesforce
    579,511 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    83,223 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Data Analyst, Business Analyst
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 41% Large, 36% Medium

What Do G2 Reviewers Say About Tableau?

AI-generated summary from verified user reviews

Pros
  • Users highlight the ease of use of Tableau, simplifying data visualization and integration for effective decision-making.
  • Users value the ease of creating interactive visualizations with Tableau, simplifying data analysis from multiple sources.
  • Users love the intuitive and powerful visualization capabilities of Tableau, enabling clear insights from complex data.
  • Users appreciate the ease of use and powerful visualization features of Tableau, streamlining data presentation and analysis.
  • Users find Tableau's intuitive design exceptional, enabling effortless data visualization and interactive dashboards for effective reporting.
Cons
  • Users find the learning curve steep, complicating the onboarding process and integration with Salesforce.
  • Users find learning Tableau challenging, particularly due to its complexity and difficulties in collaboration and calculations.
  • Users find Tableau expensive, with costs complicating its value in large organizations and advanced functionalities.
  • Users experience slow performance with large datasets and lengthy data refresh processes, leading to frustration.
  • Users find Tableau's onboarding complex, making simple tasks unnecessarily complicated and challenging to switch from MS products.

What Are Recent G2 Reviews of Tableau?

What Are G2 Users Discussing About Tableau?

Amazon Quick

Amazon QuickSight is a cloud-based unified business intelligence (BI) service at hyperscale. With QuickSight, all users can meet varying analytic needs from the same source of truth through modern interactive dashboards, paginated reports, natural language queries and embedded analytics. With Amazon Q in QuickSight, business analysts and business users can use natural language to build, discover, and share meaningful insights in seconds, turning insights into impact faster. Over 100,000 customers use Amazon QuickSight. Learn more at https://quicksight.aws

Average Rating: 4.3/5.0

Total Reviews: 677

How Do G2 Users Rate Amazon Quick?

  • Has the product been a good partner in doing business?: 8.3/10 (Category avg: 8.9/10)
  • Steps to Answer: 8.0/10 (Category avg: 8.3/10)
  • 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 Amazon Quick?

  • Seller: Amazon Web Services (AWS)
  • Year Founded: 2006
  • HQ Location: Seattle, WA
  • Twitter: @awscloud
    2,232,483 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    147,094 employees on LinkedIn®
  • Ownership: NASDAQ: AMZN

Who Uses This Product?

  • Who Uses This: Data Analyst, Software Engineer
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 40% Small, 36% Medium

What Do G2 Reviewers Say About Amazon Quick?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the s seamless integration of Amazon QuickSight with AWS services for effective dashboard creation.
  • Users value the ease of use of Amazon QuickSight, simplifying the creation of interactive dashboards effortlessly.
  • Users highlight the manual integration ease of Amazon QuickSight, streamlining data collection and workflow seamlessly with AWS.
  • Users value the fast and intuitive data visualization features of Amazon QuickSight, enhancing analytical capabilities effortlessly.
  • Users value the intuitive dashboard creation in Amazon QuickSight, enhancing data accessibility and team collaboration.
Cons
  • Users find limited customization in Amazon QuickSight, impacting advanced analytics and visual flexibility compared to competitors.
  • Users find the learning curve challenging, requiring prior knowledge for effective use of QuickSight's features.
  • Users note the limited visualization options in Amazon QuickSight, impacting flexibility and usability for data presentations.
  • Users note the missing features in QuickSight, especially in customization and advanced visual options compared to competitors.
  • Users find the poor interface design of Amazon QuickSight hinders usability and complicates access to advanced features.

What Are Recent G2 Reviews of Amazon Quick?

What Are G2 Users Discussing About Amazon Quick?

GoodData.AI

GoodData is the full-stack, AI-native decision intelligence platform that helps businesses turn data into actionable, enterprise-grade insights. Designed for governed, scalable analytics, GoodData enables organizations to build, operationalize, and embed decisions, workflows, and AI agents directly within products and business workflows. The platform combines Analytics as Code, a governed semantic and metrics layer, APIs, SDKs, and open AI interoperability to help teams create composable analytics and AI experiences across products, workflows, and customer environments. From embedded analytics and dashboards to assistants, AI workflows, and interoperable agents, GoodData gives teams the foundation to move from insight to action with governance, performance, and deployment flexibility built in. Today, GoodData serves over 140,000 companies and 3.2 million users worldwide.

Average Rating: 4.3/5.0

Total Reviews: 592

How Do G2 Users Rate GoodData.AI?

  • Has the product been a good partner in doing business?: 8.4/10 (Category avg: 8.9/10)
  • Steps to Answer: 8.3/10 (Category avg: 8.3/10)
  • Reports Interface: 8.6/10 (Category avg: 8.8/10)
  • Calculated Fields: 8.2/10 (Category avg: 8.5/10)

Who Is the Company Behind GoodData.AI?

  • Seller: GoodData.AI
  • Company Website:
  • Year Founded: 2007
  • HQ Location: San Francisco, CA
  • Twitter: @gooddata
    1 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    290 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Data Analyst, Product Manager
  • Top Industries: Computer Software, Consumer Services
  • Company Size: 44% Medium, 40% Small

What Do G2 Reviewers Say About GoodData.AI?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of GoodData.AI, enabling quick report creation and smooth integration with data systems.
  • Users appreciate the impressive data visualization features of GoodData.AI, enabling clear insights for all users.
  • Users appreciate the seamless integration of GoodData.AI with data sources, enhancing efficiency throughout the data lifecycle.
  • Users find GoodData.AI intuitive and easy to use, enabling quick reporting and data visualization for everyone.
  • Users value the easy integrations of GoodData.AI, enhancing data analysis and streamlining the product lifecycle.
Cons
  • Users experience a steep learning curve with GoodData, making adaptation to business needs challenging and slow.
  • Users find GoodData.AI lacking important features and documentation, making it hard to access insights and data.
  • Users find the learning difficulty with GoodData.AI challenging, particularly in understanding MAQL language and complex data models.
  • Users find GoodData.AI's complexity challenging, especially during setup and when adapting to changing data structures.
  • Users find the limited customization options of GoodData.AI hinder their ability to fully tailor visualizations and reports.

What Are Recent G2 Reviews of GoodData.AI?

IBM Cognos Analytics

IBM Cognos Analytics is a business intelligence and analytics solution that uses agentic AI to help teams transform trusted data into actionable insights, build governed analytical applications, and make better decisions. Teams can explore data, monitor KPIs, analyze performance, forecast trends, and share insights across the business. The solution is built for business leaders, analysts, report authors, IT teams, and data governance teams that need governed reporting, self-service analytics, data modeling, and flexible deployment options. Common use cases include enterprise reporting, operational reporting, financial reporting, dashboarding, performance management, forecasting, and governed self-service analytics. It supports both centralized BI teams and distributed users who need consistent access to trusted analytics. Key capabilities: 1. Create governed reports and dashboards: Build, schedule, distribute, and manage reports, dashboards, and visualizations for teams, executives, and stakeholders. Support routine reporting, business reviews, and purpose-built analytical applications with consistent information. 2. Explore data with control: Use self-service analytics, certified data models, governed metrics, access controls, and auditability to keep reporting consistent across teams and departments. 3. Analyze and forecast faster: Use natural-language assistance, automated insights, and forecasting to help users understand data faster in supported versions and deployments. 4. Put Reporting Agents to work: Use agentic AI capabilities in supported versions and deployments to find reports, summarize results, share insights, and create or refine reports using natural language. 5. Deploy where the business needs it: Run Cognos Analytics in on-premises, IBM-hosted, hybrid, or certified container environments to align with infrastructure, security, and governance requirements. Cognos Analytics helps organizations reduce repetitive reporting work, improve consistency across metrics and dashboards, and make governed data analytics easier to access across the business.

Average Rating: 4.1/5.0

Total Reviews: 437

How Do G2 Users Rate IBM Cognos Analytics?

  • Has the product been a good partner in doing business?: 7.8/10 (Category avg: 8.9/10)
  • Steps to Answer: 7.6/10 (Category avg: 8.3/10)
  • Reports Interface: 8.0/10 (Category avg: 8.8/10)
  • Calculated Fields: 8.1/10 (Category avg: 8.5/10)

Who Is the Company Behind IBM Cognos Analytics?

  • Seller: IBM
  • Company Website:
  • Year Founded: 1911
  • HQ Location: Armonk, New York, United States
  • Twitter: @IBMSecurity
    74,660 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    328,202 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer, Analyst
  • Top Industries: Information Technology and Services, Financial Services
  • Company Size: 58% Large, 26% Medium

What Do G2 Reviewers Say About IBM Cognos Analytics?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of IBM Cognos Analytics, facilitating quick data analysis and visualization.
  • Users appreciate the data visualization capabilities of IBM Cognos Analytics, enhancing understanding and insights effortlessly.
  • Users value the intuitive user interface of IBM Cognos Analytics, enhancing data comprehension and report creation efforts.
  • Users value the dashboard customization in Cognos Analytics, making complex data visuals clear and understandable.
  • Users appreciate the efficiency of IBM Cognos Analytics, benefiting from quick report generation and clear visualizations.
Cons
  • Users find the learning curve steep, requiring significant time and training to effectively utilize IBM Cognos Analytics.
  • Users find the pricing of IBM Cognos Analytics to be expensive, impacting overall satisfaction despite its features.
  • Users find IBM Cognos Analytics complex to navigate and build reports, often requiring extensive training for effective use.
  • Users find the complex usage of IBM Cognos Analytics challenging, especially with report creation and software integration.
  • Users find the learning difficulty of IBM Cognos Analytics challenging, especially for novices trying to build reports.

What Are Recent G2 Reviews of IBM Cognos Analytics?

What Are G2 Users Discussing About IBM Cognos Analytics?

Sigma

Sigma is the AI runtime layer for analytics, agents, and apps built on live warehouse data. It is a cloud analytics and business intelligence platform that helps business and technical teams explore live data, build reports and applications, and deploy AI agents directly on a cloud data warehouse, using a familiar spreadsheet interface alongside SQL, Python, and AI. - Analytics: Use Sigma for classic business intelligence workloads like pixel-perfect reporting, embedded analytics, and self-service access to data in an Excel-like interface. Build with AI, spreadsheet functions, SQL, or Python. - Agents: Deploy AI agents that act on live data and run multi-step workflows. Build them with natural language and your choice of enterprise LLM or warehouse AI. - Apps: Build AI Apps for operational work like planning and forecasting, scenario modeling, and approval routing, with writeback and governance automatically configured. Every artifact in Sigma inherits the security, permissions, and row-level access already set in the cloud data warehouse. Because governance is enforced at the source, anything a team builds is IT-approved from the start. Sigma solves a persistent tradeoff in enterprise data work. Business teams typically wait on a central data team to build reports and tools, while ad hoc AI and app-building tools produce work that sits outside IT's control. Sigma removes that tradeoff by keeping analysis, reporting, applications, and agents on live warehouse data under one set of permissions, so non-technical users build what they need while IT keeps a single, auditable system of control. Founded in 2014, Sigma is a privately held company headquartered in San Francisco, with offices in New York, London, and Sydney. More than 2,000 companies trust Sigma, including DoorDash, Blackstone, JPMorgan Chase, and Figma. Sigma is the business intelligence partner of the year for both Snowflake (2023-2026) and Databricks (2025-2026).

Average Rating: 4.4/5.0

Total Reviews: 544

How Do G2 Users Rate Sigma?

  • Has the product been a good partner in doing business?: 9.1/10 (Category avg: 8.9/10)
  • Steps to Answer: 8.4/10 (Category avg: 8.3/10)
  • Reports Interface: 8.6/10 (Category avg: 8.8/10)
  • Calculated Fields: 8.7/10 (Category avg: 8.5/10)

Who Is the Company Behind Sigma?

  • Seller: Sigma Computing
  • Company Website:
  • Year Founded: 2014
  • HQ Location: San Francisco, California
  • Twitter: @sigmacomputing
    1,556 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1,415 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Data Analyst, Customer Success Manager
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 58% Medium, 21% Large

What Do G2 Reviewers Say About Sigma?

AI-generated summary from verified user reviews

Pros
  • Users find Sigma's ease of use refreshing, allowing for quick learning and a straightforward setup process.
  • Users value the user-friendly interface of Sigma, facilitating easy metric management and dashboard creation.
  • Users find that Sigma greatly enhances data handling, streamlining processing and visualization for daily project tasks.
  • Users appreciate the responsive customer support of Sigma, ensuring quick resolution of issues and helpful follow-ups.
  • Users appreciate how Sigma provides clear, interactive visuals for simplifying complex datasets and tracking KPIs.
Cons
  • Users experience slow loading times with Sigma, causing inefficiencies and frustration during use.
  • Users experience slow performance with Sigma, particularly when handling complex tasks or large datasets, causing frustration.
  • Users find the limited customization of Sigma's charts and visualizations to be a drawback in their workflow.
  • Users experience a steep learning curve with Sigma, finding the dashboard building process unintuitive and challenging.
  • Users find Sigma lacks basic features like custom visualizations and flexible formatting, limiting advanced usage.

What Are Recent G2 Reviews of Sigma?

What Are G2 Users Discussing About Sigma?

Looker

Looker, Google Cloud’s business intelligence platform, enables you to chat with your data. Organizations turn to Looker for self-service and governed BI, to build custom applications with trusted metrics, or to bring Looker modeling to their existing environment. The result is improved data engineering efficiency and true business transformation.

Average Rating: 4.4/5.0

Total Reviews: 1,590

How Do G2 Users Rate Looker?

  • Has the product been a good partner in doing business?: 8.9/10 (Category avg: 8.9/10)
  • Steps to Answer: 8.2/10 (Category avg: 8.3/10)
  • Reports Interface: 8.6/10 (Category avg: 8.8/10)
  • Calculated Fields: 8.4/10 (Category avg: 8.5/10)

Who Is the Company Behind Looker?

  • Seller: Google
  • Year Founded: 1998
  • HQ Location: Mountain View, CA
  • Twitter: @google
    31,899,995 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    341,888 employees on LinkedIn®
  • Ownership: NASDAQ:GOOG

Who Uses This Product?

  • Who Uses This: Data Analyst, Data Engineer
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 60% Medium, 20% Large

What Do G2 Reviewers Say About Looker?

AI-generated summary from verified user reviews

Pros
  • Users love the ease of use of Looker, making report creation simple for those with limited technical skills.
  • Users value the dynamic real-time reporting abilities of Looker, enhancing collaboration and decision-making across digital ad platforms.
  • Users love the easy integrations with various data sources, enhancing their analytics experience on Looker.
  • Users appreciate the seamless integrations with platforms like Salesforce, enhancing functionality and user experience in Looker.
  • Users appreciate the dynamic and real-time reporting capabilities of Looker, enhancing data sharing for digital ads.
Cons
  • Users find Looker's steep learning curve challenging, especially with LookML, making onboarding for beginners difficult.
  • Users find the steep learning curve of Looker challenging, especially for those lacking technical expertise.
  • Users experience slow loading times with Looker, particularly when handling larger datasets, complicating dashboard creation.
  • Users often experience slow performance with Looker, particularly during data loading and complex transformations.
  • Users find Looker to have high complexity, struggling with learning curves and limited visuals, affecting overall usability.

What Are Recent G2 Reviews of Looker?

What Are G2 Users Discussing About Looker?

Yellowfin BI

Yellowfin is the only analytics suite that successfully combines action based dashboards with industry-leading automated analysis and data storytelling. By delivering the best analytical experience, Yellowfin provides your users with unique ways to engage with and act on their data, and addresses the needs of data analysts, business users, customers and developers who want to build, deploy or use amazing analytical experiences. Analytics for software companies Integrate and embed analytics with a difference into your app, your way * Replace legacy or home grown reporting tools * Embed a modern self-service analytics suite * Deliver an exceptional customer experience Analytics for enterprise Get more value from your data in new and innovative ways * Migrate from spreadsheets to a modern analytics platform * Replace legacy BI applications * Embed analytics into operational workflows Analytical Application Builders Leverage your domain expertise to create data products that delight * Create unique data driven applications * Close the loop on analytics * Deliver insights as a service

Average Rating: 4.4/5.0

Total Reviews: 419

How Do G2 Users Rate Yellowfin BI?

  • Has the product been a good partner in doing business?: 8.9/10 (Category avg: 8.9/10)
  • Steps to Answer: 8.0/10 (Category avg: 8.3/10)
  • Reports Interface: 8.6/10 (Category avg: 8.8/10)
  • Calculated Fields: 8.2/10 (Category avg: 8.5/10)

Who Is the Company Behind Yellowfin BI?

  • Seller: Yellowfin
  • Year Founded: 2003
  • HQ Location: Austin, Texas
  • Twitter: @YellowfinBI
    5,783 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    64 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: General Manager, Business Analyst
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 46% Small, 35% Medium

What Do G2 Reviewers Say About Yellowfin BI?

AI-generated summary from verified user reviews

Pros
  • Users value the user-friendly interface of Yellowfin BI, enabling seamless dashboard creation and data visualization.
  • Users value the user-friendly data visualization capabilities of Yellowfin BI, enabling easy and effective reporting.
  • Users appreciate the intuitive interface of Yellowfin BI, enabling quick setup and easy report creation without technical challenges.
  • Users praise the user-friendly interface of Yellowfin BI, enabling quick dashboard creation and easy data exploration.
  • Users value the quick and easy dashboard customization of Yellowfin BI, enabling rapid and effective data visualization.
Cons
  • Users often experience a steep learning curve with Yellowfin BI, especially for advanced features and customization.
  • Users report challenges with large data handling in Yellowfin BI, noting performance slowdowns and lengthy filter refresh times.
  • Users experience slow performance with large datasets in Yellowfin BI, impacting efficiency and user satisfaction.
  • Users often face performance issues with Yellowfin BI, including slow loading times for large datasets and complex dashboards.
  • Users find limited customization in Yellowfin BI, affecting advanced analytics and the ability to create tailored visualizations.

What Are Recent G2 Reviews of Yellowfin BI?

What Are G2 Users Discussing About Yellowfin BI?

Oracle Analytics Cloud

Oracle Analytics Cloud is a comprehensive cloud analytics platform that empowers you to fundamentally change how you analyze and act on information. Empower leaders, analysts, and IT to access data from wherever they are, even using mobile devices. Oracle Analytics Cloud helps organizations discover unique insights faster with machine learning. With augmented analytics, combine data from across your organization with third-party data and automate important and time-consuming tasks such as data preparation, visualization, forecasting, and reporting.

Average Rating: 4.1/5.0

Total Reviews: 293

How Do G2 Users Rate Oracle Analytics Cloud?

  • Has the product been a good partner in doing business?: 7.8/10 (Category avg: 8.9/10)
  • Steps to Answer: 7.9/10 (Category avg: 8.3/10)
  • Reports Interface: 8.4/10 (Category avg: 8.8/10)
  • Calculated Fields: 8.2/10 (Category avg: 8.5/10)

Who Is the Company Behind Oracle Analytics Cloud?

  • Seller: Oracle
  • Year Founded: 1977
  • HQ Location: Austin, TX
  • Twitter: @Oracle
    827,997 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    208,078 employees on LinkedIn®
  • Ownership: NYSE:ORCL

Who Uses This Product?

  • Top Industries: Information Technology and Services, Financial Services
  • Company Size: 61% Large, 28% Medium

What Do G2 Reviewers Say About Oracle Analytics Cloud?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the robust self-service analytics tools of Oracle Analytics Cloud, enabling seamless data exploration and collaboration.
  • Users appreciate the strong data visualization capabilities of Oracle Analytics Cloud, simplifying analysis for all organizational levels.
  • Users appreciate the intuitive and accessible interface of Oracle Analytics Cloud, enhancing data exploration across all technical levels.
  • Users appreciate the flexibility of Oracle Analytics Cloud, enabling fast analysis with minimal technical effort for all users.
  • Users praise the seamless integrations of Oracle Analytics Cloud, enhancing data management and collaboration across the organization.
Cons
  • Users often struggle with the high learning curve of Oracle Analytics Cloud, making initial adoption challenging for beginners.
  • Users find the complexity of Oracle Analytics Cloud daunting, especially during initial setup and configuration for new users.
  • Users find the complex usage of Oracle Analytics Cloud daunting, particularly during initial setup and advanced feature navigation.
  • Users find the limited customization options inadequate for highly specialized requirements in Oracle Analytics Cloud.
  • Users express concern over the infrequent software updates that lead to potential security vulnerabilities in Oracle Analytics Cloud.

What Are Recent G2 Reviews of Oracle Analytics Cloud?

What Are G2 Users Discussing About Oracle Analytics Cloud?

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: 529

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: 8.9/10)
  • Steps to Answer: 7.5/10 (Category avg: 8.3/10)
  • 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 find the ease of use in Strategy One enhances data management and visualization, streamlining their workflow effectively.
  • Users value the commitment to innovation in Strategy One, enhancing functionality and keeping it ahead of competitors.
  • Users find the easy setup of Strategy One to be straightforward, enhancing their overall experience with the platform.
  • Users appreciate the customization capabilities of Strategy One, enabling quick and flexible report and dashboard creation.
  • Users value the flexible dashboard customization in Strategy One, enabling easy access to comprehensive data insights.
Cons
  • Users find the learning difficulty of Strategy One overwhelming, with notable challenges for both technical and end users.
  • Users find the product has a steep learning curve, requiring significant training and adjustments to master effectively.
  • Users find the Copilot integration lacking and face issues with slow service and data management difficulties.
  • Users find the complex usage of Strategy One challenging, citing a steep learning curve and integration issues with Excel.
  • Users find access restrictions frustrating, needing the enterprise version for better availability and customization options.

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

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

Microsoft Power BI Embedded

Power BI Embedded provides a simple and straightforward way to bring visual analytics into your app instead of building it yourself. It simplifies Power BI capabilities by helping you quickly add stunning visuals, reports, and dashboards. Similar to apps built on Microsoft Azure use services like Machine Learning and IoT. By enabling easy-to-navigate data exploration in your solutions, allow your customers to make quick, informed decisions in context. The Power BI product suite allows you to author, publish, share, and embed visual interactive reports and dashboards. Use Power BI Desktop to create and distribute content - for free. To monitor key data and share dashboards and reports, use the Power BI web service. To view and interact with your data on any mobile device, get the Power BI Mobile app on the AppStore, Google Play or the Microsoft Store.

Average Rating: 4.4/5.0

Total Reviews: 106

How Do G2 Users Rate Microsoft Power BI Embedded?

  • Has the product been a good partner in doing business?: 8.2/10 (Category avg: 8.9/10)
  • Steps to Answer: 8.4/10 (Category avg: 8.3/10)
  • Reports Interface: 9.1/10 (Category avg: 8.8/10)
  • Calculated Fields: 8.9/10 (Category avg: 8.5/10)

Who Is the Company Behind Microsoft Power BI Embedded?

  • Seller: Microsoft
  • Year Founded: 1975
  • HQ Location: Redmond, Washington
  • Twitter: @microsoft
    13,091,739 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    231,632 employees on LinkedIn®
  • Ownership: MSFT

Who Uses This Product?

  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 41% Medium, 37% Large

What Do G2 Reviewers Say About Microsoft Power BI Embedded?

AI-generated summary from verified user reviews

Pros
  • Users find Microsoft Power BI Embedded to be easy to use, simplifying complex data tasks effortlessly.
  • Users find that Microsoft Power BI Embedded provides valuable insights that enhance sales and support quick business decisions.
  • Users value the dashboard customization in Power BI Embedded for easily embedding visual reports across various applications.
  • Users value the data visualization capabilities of Power BI Embedded, enhancing their ability to organize and analyze important data.
  • Users find it easy to create insights with simplified tools that enhance their creativity and efficiency.
Cons
  • Users find the learning curve steep, struggling with complex features and limited formatting options without IT knowledge.
  • Users find learning difficulty in Microsoft Power BI Embedded due to complex concepts and limited formatting options.
  • Users find formatting issues frustrating, noting limited options and complexities in features like sorting and bookmarks.
  • Users find the initial difficulty in navigating Power BI Embedded challenging without prior IT experience.

What Are Recent G2 Reviews of Microsoft Power BI Embedded?

What Are G2 Users Discussing About Microsoft Power BI Embedded?

ThoughtSpot

ThoughtSpot is the Agentic Analytics Platform company for the enterprise. With natural language and AI, ThoughtSpot empowers everyone in an organization to ask data questions, get answers, and take action. Code-first for data teams and code-free for business users, ThoughtSpot is intuitive enough for anyone to use, yet built to handle large, complex cloud data at scale. Customers like Coca-Cola, Hilton Worldwide, and Capital One are unlocking the full potential of their data with ThoughtSpot.

Average Rating: 4.4/5.0

Total Reviews: 327

How Do G2 Users Rate ThoughtSpot?

  • Has the product been a good partner in doing business?: 8.9/10 (Category avg: 8.9/10)
  • Steps to Answer: 8.6/10 (Category avg: 8.3/10)
  • 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 ThoughtSpot?

  • Seller: ThoughtSpot
  • Company Website:
  • Year Founded: 2012
  • HQ Location: Mountain View, CA
  • Twitter: @thoughtspot
    10,975 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1,738 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Data Analyst
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 44% Large, 42% Medium

What Do G2 Reviewers Say About ThoughtSpot?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of ThoughtSpot, finding it simple to create insights and build visuals.
  • Users value the real-time insights from ThoughtSpot, enhancing organizational growth through accurate and actionable data analysis.
  • Users value ThoughtSpot for its powerful analytics capabilities that enhance data insights and engagement tracking.
  • Users praise the intuitive interface of ThoughtSpot, enabling effortless data exploration and insights for everyone.
  • Users appreciate the excellent data visualization capabilities of ThoughtSpot, making insights easy to understand and validate.
Cons
  • Users acknowledge a steep learning curve for new features, particularly for those unfamiliar with analytics or data visualization.
  • Users note the missing features in ThoughtSpot, such as limited reusability and underwhelming visualization capabilities.
  • Users find the complexity of ThoughtSpot frustrating, with formulas failing and a lack of intuitive guidance.
  • Users face a learning difficulty with ThoughtSpot, finding it non-intuitive and lacking clear guidance for effective use.
  • Users find the limited customization options in ThoughtSpot restrictive, impacting their ability to tailor visualizations effectively.

What Are Recent G2 Reviews of ThoughtSpot?

What Are G2 Users Discussing About ThoughtSpot?

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: 761

How Do G2 Users Rate Qlik Sense?

  • Has the product been a good partner in doing business?: 8.5/10 (Category avg: 8.9/10)
  • Steps to Answer: 8.3/10 (Category avg: 8.3/10)
  • 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
  • Twitter: @qlik
    64,130 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    4,551 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 love the ease of use in Qlik Sense, enhancing their productivity with minimal IT support needed.
  • Users commend the robust data visualization capabilities of Qlik Sense, enhancing insights with its user-friendly interface.
  • Users appreciate the rapid development capabilities of Qlik Sense, enabling quick creation and deployment of analytics applications.
  • Users value the robust data visualization capabilities of Qlik Sense, enhancing their insights and business strategies.
  • Users value the versatile and user-friendly tools in Qlik Sense, enhancing data representation and insights across levels.
Cons
  • Users find the limited features of Qlik Sense restrict their ability to create custom visualizations effectively.
  • Users find the missing features in Qlik Sense restrictive, particularly lacking personal object additions and static report options.
  • Users find Qlik Sense expensive, which limits its accessibility despite its capabilities.
  • Users note the limited automation in data updates and desire better organization and visualization capabilities in Qlik Sense.
  • Users find the learning curve steep, especially with scripting functions and integration challenges for beginners.

What Are Recent G2 Reviews of Qlik Sense?

What Are G2 Users Discussing About Qlik Sense?

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: 283

How Do G2 Users Rate Zoho Analytics?

  • Has the product been a good partner in doing business?: 8.5/10 (Category avg: 8.9/10)
  • Steps to Answer: 8.0/10 (Category avg: 8.3/10)
  • 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
  • Twitter: @Zoho
    137,880 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    30,766 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: 50% Small, 43% 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?

Plotly Dash Enterprise

Dash is the trusted solution for operationalizing Python models, allowing data science teams to focus on data and models, while still producing and deploying enterprise-ready apps. What would typically require a team of back-end developers, front-end developers and IT can all be done with Dash. It enables data science teams to build, design, deploy, and securely manage data-driven applications that align with your business goals. Companies can deliver on their data, analytic, and AI initiatives quickly and effectively -- no JavaScript, CSS, CronJobs or DevOps required.

Average Rating: 4.8/5.0

Total Reviews: 36

How Do G2 Users Rate Plotly Dash Enterprise?

  • Has the product been a good partner in doing business?: 8.8/10 (Category avg: 8.9/10)
  • Steps to Answer: 7.9/10 (Category avg: 8.3/10)
  • Reports Interface: 8.5/10 (Category avg: 8.8/10)
  • Calculated Fields: 9.0/10 (Category avg: 8.5/10)

Who Is the Company Behind Plotly Dash Enterprise?

  • Seller: Plotly
  • Year Founded: 2013
  • HQ Location: Montréal, CA
  • Twitter: @plotlygraphs
    41,308 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    107 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software
  • Company Size: 47% Small, 31% Large

What Do G2 Reviewers Say About Plotly Dash Enterprise?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the easy charting features of Plotly Dash Enterprise, enabling beautiful visualizations without coding.
  • Users appreciate the coding ease of Plotly Dash Enterprise, simplifying the creation of stunning visualizations effortlessly.
  • Users appreciate the excellent customer support of Plotly Dash Enterprise, enhancing their overall experience and productivity.
  • Users appreciate the ease of dashboard management in Plotly Dash Enterprise, creating efficient visualizations effortlessly.
  • Users love the user-friendly data visualization features of Plotly Dash Enterprise, enabling stunning dashboards effortlessly.

What Are Recent G2 Reviews of Plotly Dash Enterprise?

What Are G2 Users Discussing About Plotly Dash Enterprise?

InetSoft Style Intelligence

Style Intelligence is a data intelligence platform for interactive dashboards, analytics, and reporting. At its foundation is a powerful data mashup engine that enables fast and flexible transformation of data from disparate sources which solves data management challenges other business intelligence tools cannot. Designed for rapid deployment, the application maximizes self-service for a range of users from casual business or consumer-type browsers to power users and data scientists.

Average Rating: 4.5/5.0

Total Reviews: 22

How Do G2 Users Rate InetSoft Style Intelligence?

  • Has the product been a good partner in doing business?: 9.3/10 (Category avg: 8.9/10)
  • Steps to Answer: 8.1/10 (Category avg: 8.3/10)
  • Reports Interface: 8.1/10 (Category avg: 8.8/10)
  • Calculated Fields: 8.6/10 (Category avg: 8.5/10)

Who Is the Company Behind InetSoft Style Intelligence?

Who Uses This Product?

  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 42% Small, 33% Large

What Are Recent G2 Reviews of InetSoft Style Intelligence?

What Are G2 Users Discussing About InetSoft Style Intelligence?