# Best Analytics Platforms - Page 7

## How Many Analytics Platforms Products Does G2 Track?

**Total Products under this Category:** 371

### Category Stats (Aug 2026)

- **Average Rating:** 4.5/5 (↑0.01 vs Jul 2026) The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** Aible (+4.36%) - Among all products in this category, Aible recorded the largest rating increase compared to last month

_Last updated: August 04, 2026_

## How Does G2 Rank Analytics Platforms Products?

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 28,900+ Authentic Reviews
- 371+ 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](https://www.g2.com/categories/analytics-platforms/grids.png?focus%5B%5D=29364&focus%5B%5D=1213&focus%5B%5D=10470&focus%5B%5D=1327283&focus%5B%5D=989&focus%5B%5D=604&focus%5B%5D=5048&focus%5B%5D=27024)

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)

**Sponsored**

### Lightdash

Lightdash is the fastest way for modern data teams to build and scale AI-powered self-serve analytics. It enables analysts to define metrics and make them accessible to non-technical users, who can explore data and build dashboards without writing SQL. Lightdash integrates with modern data stacks, supports a governed semantic layer, and offers developer-friendly features like Git-based workflows. It is designed to reduce the overhead of maintaining BI tools, streamline metric definitions, and improve access to consistent data across teams. Lightdash is used and trusted by companies of all sizes, from start ups to international publicly listed organisations.

[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=620&secure%5Bchosen_at%5D=2026-08-10T07%3A14%3A31Z&secure%5Bdisplayable_resource_id%5D=620&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=620&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=1215392&secure%5Bresource_id%5D=620&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fanalytics-platforms%3FhsCtaTracking%3D76bec9ed-558b-4697-a949-b00c84b80c33%257Ca3e7a559-a365-43fa-8db3-3f309da5346a%26page%3D7&secure%5Btoken%5D=7c019e1b256fe08c32bf00c3cf7ea223d52062a2317249fc93075f2585d8a588&secure%5Burl%5D=https%3A%2F%2Fwww.lightdash.com%2F&secure%5Burl_type%5D=company_website)

### [ibi WebFOCUS](https://www.g2.com/products/ibi-webfocus/reviews)

The ibi WebFOCUS® platform is an enterprise business intelligence and analytics solution equipped with data management, visual discovery, predictive analytics, and powerful visualizations. Combining these capabilities and data science in one unified platform, the WebFOCUS solution helps make data-driven decisions across the enterprise providing reports, dashboards, and customer-facing applications at scale.

**Average Rating:** 4.4/5.0

**Total Reviews:** 149

#### How Do G2 Users Rate ibi WebFOCUS?

- **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 9.1/10)
- **Steps to Answer:** 8.0/10 (Category avg: 8.4/10)
- **Reports Interface:** 8.7/10 (Category avg: 8.7/10)
- **Calculated Fields:** 8.4/10 (Category avg: 8.5/10)

#### Who Is the Company Behind ibi WebFOCUS?

- **Seller:** [ibi](https://www.g2.com/sellers/ibi-c9a17c70-0d20-476a-899c-480706dd4ce4)
- **Year Founded:** 1975
- **HQ Location:** Fort Lauderdale, FL
- **Twitter:** @infobldrs  
32,864 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e6ec665aed25a6d5dc4c047c5bd36b0b3f44507b76b9fcddfe83a0ea77d3a1e4&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Finformation-builders%2F&secure%5Burl_type%5D=linkedin_company_website)  
894 employees on LinkedIn®
- **Phone:** 212-736-4433

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Government Administration
- **Company Size:** 57% Large, 32% Medium

#### What Are Recent G2 Reviews of ibi WebFOCUS?

**["WebFOCUS - Best Product for Analytics"](https://www.g2.com/survey_responses/ibi-webfocus-review-4278981)**

**Rating:** 4.5/5.0 stars

_— Sanford K._

[Read full review](https://www.g2.com/survey_responses/ibi-webfocus-review-4278981)

**["MAKES DATA EASY!!!"](https://www.g2.com/survey_responses/ibi-webfocus-review-719271)**

**Rating:** 5.0/5.0 stars

_— Jill M._

[Read full review](https://www.g2.com/survey_responses/ibi-webfocus-review-719271)

#### What Are G2 Users Discussing About ibi WebFOCUS?

- [What is TIBCO WebFOCUS used for?](https://www.g2.com/discussions/what-is-tibco-webfocus-used-for)

### [KEY360](https://www.g2.com/products/key360/reviews)

Key360 offers a universally applicable, cloud-based Business Management platform for Business Intelligence, Project Management, Big Data & Analytics, ERP, Behaviour and Strategy Modification.

**Average Rating:** 4.8/5.0

**Total Reviews:** 10

#### How Do G2 Users Rate KEY360?

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.1/10)
- **Steps to Answer:** 9.3/10 (Category avg: 8.4/10)
- **Reports Interface:** 9.3/10 (Category avg: 8.7/10)
- **Calculated Fields:** 9.7/10 (Category avg: 8.5/10)

#### Who Is the Company Behind KEY360?

- **Seller:** [SSG Consulting](https://www.g2.com/sellers/ssg-consulting)
- **Year Founded:** 2008
- **HQ Location:** Pretoria, Gauteng
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=84652e695440f58018b235065e511a6eef1099788861f7e8d969ab1fae18e01a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fssg-consulting%2F%3Ftrk%3Dcompany_logo&secure%5Burl_type%5D=linkedin_company_website)  
13 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Consumer Services
- **Company Size:** 75% Large, 33% Small

#### What Are Recent G2 Reviews of KEY360?

**["Growing Business with KEY360"](https://www.g2.com/survey_responses/key360-review-8509581)**

**Rating:** 5.0/5.0 stars

_— LakshmiPriya G._

[Read full review](https://www.g2.com/survey_responses/key360-review-8509581)

**["Brilliant Business Intelligent software"](https://www.g2.com/survey_responses/key360-review-8489979)**

**Rating:** 5.0/5.0 stars

_— Anusuya R._

[Read full review](https://www.g2.com/survey_responses/key360-review-8489979)

### [Holistics Data](https://www.g2.com/products/holistics-data/reviews)

Holistics lets BI teams build self-service analytics programmatically, so end users can find, trust, and ask deeper questions on their data.

**Average Rating:** 4.3/5.0

**Total Reviews:** 16

#### How Do G2 Users Rate Holistics Data?

- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 9.1/10)
- **Steps to Answer:** 7.2/10 (Category avg: 8.4/10)
- **Reports Interface:** 8.2/10 (Category avg: 8.7/10)
- **Calculated Fields:** 8.1/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Holistics Data?

- **Seller:** [Holistics](https://www.g2.com/sellers/holistics)
- **Year Founded:** 2015
- **HQ Location:** Central Business District
- **Twitter:** @holistics\_bi  
652 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e6715ce3ed6659f00552286380ff9b4778f26c2efc6b57a80c54aff669f4fecb&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F10147065&secure%5Burl_type%5D=linkedin_company_website)  
66 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 50% Small, 44% Medium

#### What Do G2 Reviewers Say About Holistics Data?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **powerful dashboarding capabilities** of Holistics Data, enabling deep analysis with excellent integration options.
- Users praise the **excellent and responsive support team** of Holistics Data, enhancing their overall experience and effectiveness.
- Users value the **powerful dashboard customization** of Holistics Data, enhancing their analytical capabilities with seamless integrations.
- Users highlight the **powerful data visualization** capabilities of Holistics Data, enhancing analysis and dashboard creation effectively.
- Users love the **powerful dashboarding** features of Holistics Data, enabling deep analyses and meaningful insights effortlessly.

##### Cons

- Users find the **dynamic AQL challenging** , though the new AI assistant provides some helpful support.
- Users find the **initial difficulty** with dynamic AQL challenging, though AI assistance offers some guidance.
- Users find the **learning curve challenging** with dynamic AQL, though the AI assistant provides some helpful support.
- Users find it challenging to master **dynamic SQL** for effective analysis in Holistics Data dashboards.

#### What Are Recent G2 Reviews of Holistics Data?

**["Outstanding, Good Value BI Tool with Powerful Dashboards and Great Support"](https://www.g2.com/survey_responses/holistics-data-review-12111845)**

**Rating:** 5.0/5.0 stars

_— Alex H._

[Read full review](https://www.g2.com/survey_responses/holistics-data-review-12111845)

**["Empowering Dashboards and Self-Service Insights with Holistics Data"](https://www.g2.com/survey_responses/holistics-data-review-12611724)**

**Rating:** 4.5/5.0 stars

_— Verified User in Consumer Services_

[Read full review](https://www.g2.com/survey_responses/holistics-data-review-12611724)

#### What Are G2 Users Discussing About Holistics Data?

- [What is Holistics Data Software used for?](https://www.g2.com/discussions/what-is-holistics-data-software-used-for)

### [NovaceneAI Platform](https://www.g2.com/products/novaceneai-platform/reviews)

The NovaceneAI® Platform is an AI-native solution designed to modernize organizational workflows by transforming unstructured data into actionable insights. It automates data analysis, streamlines decision-making processes, and accelerates time to value, enabling teams to focus on strategic initiatives rather than manual data processing. Key Features and Functionality: - Data Ingestion: Supports various data input methods, including API calls, web UI uploads, and extraction from unstructured files like MS Office documents, PDFs, and images. - Intelligent Transformation: Applies AI and machine learning algorithms for tasks such as clustering, classification, theme and keyword extraction, sentiment analysis, and more. - Custom Model Training: Allows users to train and retrain custom models without specialized knowledge, ensuring the platform evolves with organizational needs. - Visualization and Reporting: Provides built-in dashboards for real-time data visualization and generates automatic reports to facilitate immediate insight analysis. - Deployment Flexibility: Offers multiple deployment options, including single-tenant, on-premise, and offline configurations, ensuring data privacy and compliance with organizational security standards. Primary Value and Problem Solved: The NovaceneAI Platform addresses the challenge of managing and deriving insights from large volumes of unstructured data. By automating data analysis and integrating AI-driven automation, it reduces manual effort, minimizes errors, and accelerates decision-making processes. This empowers organizations to uncover patterns and trends, optimize operations, and maintain a competitive edge in their respective industries.

**Average Rating:** 4.2/5.0

**Total Reviews:** 18

#### How Do G2 Users Rate NovaceneAI Platform?

- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 9.1/10)
- **Steps to Answer:** 8.8/10 (Category avg: 8.4/10)
- **Reports Interface:** 9.0/10 (Category avg: 8.7/10)
- **Calculated Fields:** 9.2/10 (Category avg: 8.5/10)

#### Who Is the Company Behind NovaceneAI Platform?

- **Seller:** [Novacene AI Corp.](https://www.g2.com/sellers/novacene-ai-corp)
- **Year Founded:** 2020
- **HQ Location:** Ottawa, CA
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a857dc1925f581cb06c63faa2f233514d1bafbc5387b5543dfdc3a46bbddc05b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fnovaceneai%2F&secure%5Burl_type%5D=linkedin_company_website)  
6 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 44% Small, 28% Medium

#### What Are Recent G2 Reviews of NovaceneAI Platform?

**[""NovaceneAI : Exploring the transformative Capabilities ""](https://www.g2.com/survey_responses/novaceneai-platform-review-8822571)**

**Rating:** 4.5/5.0 stars

_— Abhishek S._

[Read full review](https://www.g2.com/survey_responses/novaceneai-platform-review-8822571)

**["Flexible and equipped to thrive in any company, tech stack, or user environment"](https://www.g2.com/survey_responses/novaceneai-platform-review-11247349)**

**Rating:** 5.0/5.0 stars

_— Caitlin P._

[Read full review](https://www.g2.com/survey_responses/novaceneai-platform-review-11247349)

### [Cloudera](https://www.g2.com/products/cloudera/reviews)

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

**Average Rating:** 4.1/5.0

**Total Reviews:** 131

#### How Do G2 Users Rate Cloudera?

- **Has the product been a good partner in doing business?:** 8.4/10 (Category avg: 9.1/10)
- **Steps to Answer:** 6.1/10 (Category avg: 8.4/10)
- **Reports Interface:** 7.1/10 (Category avg: 8.7/10)
- **Calculated Fields:** 6.2/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Cloudera?

- **Seller:** [Cloudera](https://www.g2.com/sellers/cloudera)
- **Company Website:** www.cloudera.com
- **Year Founded:** 2008
- **HQ Location:** Santa Clara, CA
- **Twitter:** @cloudera  
106,442 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=4b6b5c58818dc39001f93594864d8d88fc876550d3da9306b76f69639a789f14&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F229433%2F&secure%5Burl_type%5D=linkedin_company_website)  
3,446 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Data Engineer, Software Engineer
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 42% Large, 32% Small

#### What Do G2 Reviewers Say About Cloudera?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **brilliant and easy-to-use interface** of Cloudera, enhancing their data analysis experience.
- Users value the **seamless scalability** of Cloudera, effectively handling vast amounts of data with ease.
- Users appreciate the **strong security features** of Cloudera, ensuring reliable data management and protection.
- Users value Cloudera for its **comprehensive big data management tools** , enhancing their data handling and scalability experience.
- Users appreciate the **scalability and ease of use** of Cloudera, making data management and reporting effortless.

##### Cons

- Users note that Cloudera's platform can be **expensive** to maintain and challenging to set up, especially for beginners.
- Users find the **complexity** of Cloudera challenging, especially when managing SQL queries and customization.
- Users find the **learning curve steep** with Cloudera, making setup and navigation challenging for beginners.
- Users find Cloudera's **poor documentation** makes navigating complex data configurations challenging and complicates error resolution.
- Users face significant **access issues** with Cloudera, including authorization errors and limited documentation support.

#### What Are Recent G2 Reviews of Cloudera?

**["Reliable Platform for Managing Large-Scale Data Pipelines"](https://www.g2.com/survey_responses/cloudera-review-11455117)**

**Rating:** 4.5/5.0 stars

_— Paritosh C._

[Read full review](https://www.g2.com/survey_responses/cloudera-review-11455117)

**["Easy to Use, Reliable, and Great for Team Collaboration"](https://www.g2.com/survey_responses/cloudera-review-12695378)**

**Rating:** 4.0/5.0 stars

_— Verified User in Computer Software_

[Read full review](https://www.g2.com/survey_responses/cloudera-review-12695378)

#### What Are G2 Users Discussing About Cloudera?

- [What is Cloudera used for?](https://www.g2.com/discussions/what-is-cloudera-used-for) - 1 comment
- [What is Hortonworks Data Platform used for?](https://www.g2.com/discussions/what-is-hortonworks-data-platform-used-for)
- [What is Cloudera Data Flow used for?](https://www.g2.com/discussions/what-is-cloudera-data-flow-used-for)
- [What is Cloudera Navigator used for?](https://www.g2.com/discussions/what-is-cloudera-navigator-used-for)
- [What is Cloudera Data Engineering used for?](https://www.g2.com/discussions/what-is-cloudera-data-engineering-used-for)

### [Explo](https://www.g2.com/products/explo/reviews)

Explo provides a powerful embedded dashboard and reporting solution. Securely share customizable product analytics, project reports, and KPIs with each of your customers all while seamlessly matching your product's design. Give your users the power to explore their data on their on by editing dashboards and building their own self serve data reports.

**Average Rating:** 4.9/5.0

**Total Reviews:** 137

#### How Do G2 Users Rate Explo?

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

#### Who Is the Company Behind Explo?

- **Seller:** [Explo](https://www.g2.com/sellers/explo)
- **Year Founded:** 2019
- **HQ Location:** San Francisco, CA
- **Twitter:** @tryexplo  
657 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=390bde9480d24f9dd3ddc7c9d6bf3d58d8a8bb8ba5f6c959d0344e26a7d0f319&secure%5Burl%5D=http%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fexplo-co&secure%5Burl_type%5D=linkedin_company_website)  
12 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Co-Founder
- **Top Industries:** Computer Software, Financial Services
- **Company Size:** 77% Small, 22% Medium

#### What Do G2 Reviewers Say About Explo?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **flexible charting features** of Explo, enabling quick data connections and beautiful visualizations.
- Users love the **flexible dashboard customization** in Explo, enhancing data visualization and user experience significantly.
- Users value the **ease of use** of Explo, highlighting its intuitive UI and quick dashboard creation capabilities.
- Users love the **easy creation** of dashboards in Explo, appreciating its flexibility and intuitive interface for customization.
- Users value the **customizability** of Explo, appreciating its intuitive UI and flexible dashboard creation tools.

##### Cons

- Users find the **complexity** of implementing customer-facing dashboards challenging, due to a difficult and unintuitive design.
- Users find the **complex usage** of Explo challenging due to its unintuitive design and difficult learning curve.
- Users find the **initial difficulty** in implementing customer-facing dashboards challenging due to the unintuitive design.
- Users struggle with **layout issues** in Explo, finding the dashboard implementation complex and the design unintuitive.
- Users find the **learning curve steep** due to Explo's unintuitive design and complex customer-facing dashboard implementation.

#### What Are Recent G2 Reviews of Explo?

**["Explo Review"](https://www.g2.com/survey_responses/explo-review-11673994)**

**Rating:** 5.0/5.0 stars

_— Ravi T._

[Read full review](https://www.g2.com/survey_responses/explo-review-11673994)

**["Very useful"](https://www.g2.com/survey_responses/explo-review-11657769)**

**Rating:** 5.0/5.0 stars

_— Sowmiya R._

[Read full review](https://www.g2.com/survey_responses/explo-review-11657769)

#### What Are G2 Users Discussing About Explo?

- [How has Explo enhanced your data visualization efforts, and what features do you find most useful?](https://www.g2.com/discussions/how-has-explo-enhanced-your-data-visualization-efforts-and-what-features-do-you-find-most-useful)

### [Infor Birst](https://www.g2.com/products/infor-birst/reviews)

Birst is a native cloud business intelligence (BI) and business analytics platform that helps organizations understand and optimize complex processes in less time than traditional BI solutions. Built with patented automation and machine learning technologies, Birst’s Data-as-a-Service approach connects teams and applications across the enterprise via a trusted network of analytics and insights to inform smarter decisions. This unique approach helps leading organizations leverage all their siloed and diverse data sources and extract insights to improve workforce productivity, asset optimization, process efficiencies, and customer satisfaction—often in 90 days or less.

**Average Rating:** 4.0/5.0

**Total Reviews:** 84

#### How Do G2 Users Rate Infor Birst?

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

#### Who Is the Company Behind Infor Birst?

- **Seller:** [Infor](https://www.g2.com/sellers/infor)
- **Year Founded:** 2002
- **HQ Location:** New York
- **Twitter:** @Infor  
18,472 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=d0b3dd6227f8bf2585371eff689c32131e1d6fb4a8114161512fe1f2ec60d9bf&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1711%2F&secure%5Burl_type%5D=linkedin_company_website)  
22,257 employees on LinkedIn®
- **Phone:** 800-260-2640

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 44% Medium, 34% Large

#### What Are Recent G2 Reviews of Infor Birst?

**["Birst BI Capabilities are better then its competitors"](https://www.g2.com/survey_responses/infor-birst-review-8280183)**

**Rating:** 4.5/5.0 stars

_— Sumer S._

[Read full review](https://www.g2.com/survey_responses/infor-birst-review-8280183)

**["Excellent Business Intelligence Tool"](https://www.g2.com/survey_responses/infor-birst-review-8159886)**

**Rating:** 5.0/5.0 stars

_— Sakshi J._

[Read full review](https://www.g2.com/survey_responses/infor-birst-review-8159886)

#### What Are G2 Users Discussing About Infor Birst?

- [What is your experience with Infor Birst for business intelligence, and what features do you rely on?](https://www.g2.com/discussions/what-is-your-experience-with-infor-birst-for-business-intelligence-and-what-features-do-you-rely-on)
- [What is Infor Birst used for?](https://www.g2.com/discussions/what-is-infor-birst-used-for)

### [Kyubit Business Intelligence](https://www.g2.com/products/kyubit-business-intelligence/reviews)

Kyubit is a collaborative, web-based Business Intelligence platform designed for simplicity, speed, and performance. Easy to implement and intuitive to use, it empowers teams to transform existing data into meaningful insights without complex setup or long development cycles. Kyubit BI connects directly to your SSAS OLAP (Tabular and Multidimensional) models, SQL databases, and Excel/CSV data sources — leveraging your existing infrastructure to deliver fast, visually compelling reports and interactive dashboards. Users can effortlessly slice, drill down, and explore data to uncover the insights that matter most. Advanced analytic capabilities are available both for your existing OLAP databases and for new analytic models created within Kyubit using SQL or Excel/CSV data. This flexibility allows organizations to enhance their current Microsoft BI environment while also expanding their analytics strategy when needed. BI content in Kyubit is secure, centrally managed, and built for collaboration. Reports and dashboards can be safely shared across teams, embedded into other applications, or distributed automatically through scheduled subscriptions. With role-based security and governance controls, organizations maintain full control over their data while enabling broader access to insights. With Kyubit BI, analytic dashboards and reports are created in minutes — not weeks — and are immediately ready for secure collaboration, interactive data exploration, and automated delivery. The result is faster decision-making, reduced reporting bottlenecks, and a more agile approach to enterprise analytics. Kyubit turns your existing data into a powerful, collaborative intelligence platform — helping your organization move from static reporting to dynamic, insight-driven performance.

**Average Rating:** 4.4/5.0

**Total Reviews:** 12

#### How Do G2 Users Rate Kyubit Business Intelligence?

- **Has the product been a good partner in doing business?:** 9.4/10 (Category avg: 9.1/10)
- **Reports Interface:** 8.1/10 (Category avg: 8.7/10)
- **Calculated Fields:** 7.1/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Kyubit Business Intelligence?

- **Seller:** [Kyubit Solutions Ltd.](https://www.g2.com/sellers/kyubit-solutions-ltd)
- **Year Founded:** 2015
- **HQ Location:** Zagreb, Croatia
- **Twitter:** @KyubitBI  
25 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e3fa3880fb1a1a9214ed650b9aaa73b588e1ef1fda85a0d6f6136ad6a3aaac70&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2220653%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 42% Small, 33% Medium

#### What Are Recent G2 Reviews of Kyubit Business Intelligence?

**["Great product and support"](https://www.g2.com/survey_responses/kyubit-business-intelligence-review-1806820)**

**Rating:** 5.0/5.0 stars

_— Edouard (Ned) V._

[Read full review](https://www.g2.com/survey_responses/kyubit-business-intelligence-review-1806820)

**["A BI solution with continuous development "](https://www.g2.com/survey_responses/kyubit-business-intelligence-review-385102)**

**Rating:** 4.0/5.0 stars

_— Aaron Q._

[Read full review](https://www.g2.com/survey_responses/kyubit-business-intelligence-review-385102)

### [Pentaho](https://www.g2.com/products/pentaho/reviews)

Pentaho is a modular, enterprise-grade platform that makes it easy to manage complex data—on-premises, in the cloud, or in hybrid environments. Whether structured or unstructured, your data becomes a trusted asset that teams can use to operate with confidence, agility, and control.

**Average Rating:** 4.1/5.0

**Total Reviews:** 48

#### How Do G2 Users Rate Pentaho?

- **Has the product been a good partner in doing business?:** 6.9/10 (Category avg: 9.1/10)
- **Steps to Answer:** 7.9/10 (Category avg: 8.4/10)
- **Reports Interface:** 7.7/10 (Category avg: 8.7/10)
- **Calculated Fields:** 7.6/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Pentaho?

- **Seller:** [Pentaho](https://www.g2.com/sellers/pentaho-d1c9c8d5-c72c-42b5-967d-4a0985833684)
- **Year Founded:** 2004
- **HQ Location:** Santa Clara, CA
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=555f843cd983f54d3a62d9ff75c52e8ef9c7cce106825796eae3e51600f154f4&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fpentaho%2F&secure%5Burl_type%5D=linkedin_company_website)  
141 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Internet
- **Company Size:** 48% Medium, 30% Large

#### What Are Recent G2 Reviews of Pentaho?

**["Very easy to setup to build Snowflake reports and dashboards"](https://www.g2.com/survey_responses/pentaho-review-4546630)**

**Rating:** 5.0/5.0 stars

_— Verified User in Retail_

[Read full review](https://www.g2.com/survey_responses/pentaho-review-4546630)

**["Pentaho to work with external IT services"](https://www.g2.com/survey_responses/pentaho-review-3904972)**

**Rating:** 4.5/5.0 stars

_— Andreas W._

[Read full review](https://www.g2.com/survey_responses/pentaho-review-3904972)

### [Transform App](https://www.g2.com/products/transform-app/reviews)

Transform App is the only business intelligence product built with a metrics-first philosophy. Which means we can do things no other BI tool can. The Transform App has all the analytics capabilities growing businesses expect—stunning visualizations, powerful governance tools, and intelligent monitoring and alerting—but it takes it a step further. Transform App is built on MetricFlow, an advanced open-sourced semantic layer. MetricFlow’s powerful developer tools and no-code interface make it easy for data teams to create consistency, everywhere. This semantic layer construction creates never-before-seen analytical experiences. Ensure your data tells a story, with features like Annotations, Q&A, and Metric-level Metadata. Make adoption across the org painless, with built-in integrations to Google Sheets, Excel, Tableau, and other tools your business users need. Make sharing painless—unlike other advanced BI tools, Transform doesn’t charge per user. BI should always have been this way.

**Average Rating:** 4.3/5.0

**Total Reviews:** 10

#### How Do G2 Users Rate Transform App?

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.1/10)
- **Steps to Answer:** 8.1/10 (Category avg: 8.4/10)
- **Reports Interface:** 8.8/10 (Category avg: 8.7/10)
- **Calculated Fields:** 8.5/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Transform App?

- **Seller:** [Transform](https://www.g2.com/sellers/transform-4649411d-f4db-4174-b2bc-622970945060)
- **Year Founded:** 2016
- **HQ Location:** Philadelphia, PA
- **Twitter:** @getdbt  
14,792 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=2528ac46bc91e3acc7ad9e4f602bdecf43b7a29cef8c7a88fcb0b299043e4e1a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdbtlabs%2F&secure%5Burl_type%5D=linkedin_company_website)  
1,130 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 40% Small, 30% Large

#### What Are Recent G2 Reviews of Transform App?

**["convenience, easy communication with customers, and online useage"](https://www.g2.com/survey_responses/transform-app-review-8844271)**

**Rating:** 4.5/5.0 stars

_— Manoj Kumar S._

[Read full review](https://www.g2.com/survey_responses/transform-app-review-8844271)

**["Amazing app!!!"](https://www.g2.com/survey_responses/transform-app-review-8846896)**

**Rating:** 5.0/5.0 stars

_— Mohamed M._

[Read full review](https://www.g2.com/survey_responses/transform-app-review-8846896)

### [Zenlytic](https://www.g2.com/products/zenlytic/reviews)

Most orgs have more data than they know what to do with. Zenlytic changes that. Zenlytic is the AI Data Analyst for your entire org. Zoë answers the hardest questions and builds the decks, memos, and Excel models to back them up. She onboards in under an hour and surfaces verified answers on demand. Companies in retail, SaaS, technology, and finance use Zenlytic to stop waiting on data and start acting on it. Business teams get answers without the backlog. Data teams get out of the weeds. Curious what that looks like for your org? Start here.

**Average Rating:** 4.1/5.0

**Total Reviews:** 17

#### How Do G2 Users Rate Zenlytic?

- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 9.1/10)
- **Steps to Answer:** 5.0/10 (Category avg: 8.4/10)
- **Reports Interface:** 8.3/10 (Category avg: 8.7/10)
- **Calculated Fields:** 5.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Zenlytic?

- **Seller:** [Zenlytic](https://www.g2.com/sellers/zenlytic)
- **Company Website:** zenlytic.com
- **Year Founded:** 2018
- **HQ Location:** New York, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8d63a2d8558b89cedb6963b2c0f22ab7298aeca7a7f76ad7f165543b1865e365&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fzenlytic&secure%5Burl_type%5D=linkedin_company_website)  
34 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 41% Medium, 29% Small

#### What Are Recent G2 Reviews of Zenlytic?

**["Thorough Insights, Clean UI, and Brilliant AI Dashboards That Save Time"](https://www.g2.com/survey_responses/zenlytic-review-13181208)**

**Rating:** 4.5/5.0 stars

_— Kateryna M._

[Read full review](https://www.g2.com/survey_responses/zenlytic-review-13181208)

**["Powerful Data Warehouse Linking and Impressive Data-Driven Recommendations"](https://www.g2.com/survey_responses/zenlytic-review-13118680)**

**Rating:** 4.5/5.0 stars

_— Verified User in Health, Wellness and Fitness_

[Read full review](https://www.g2.com/survey_responses/zenlytic-review-13118680)

### [ClicData](https://www.g2.com/products/clicdata/reviews)

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-assisted Analytics. It is built to support the full data lifecycle, from ingestion and storage to transformation, visualization, and distribution, within a single environment. 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. Our core capabilities include: - 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 - 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 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 your team leads and operational teams direct access to up-to-date dashboards and reports. AI-assisted features support anomaly detection and automated alerting, so leadership can be notified of significant changes in key metrics without relying on manual monitoring. Scheduling and alerting features support proactive monitoring without manual intervention. 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 or predictive model development. AI capabilities are accessible at the pipeline level, allowing practitioners to integrate predictive models or automated data quality checks directly into existing data flows. 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. AI-assisted features surface trends, forecasts, and anomalies directly within dashboards, making it possible for non-technical users to act on predictive insights without requiring 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, without requiring those users to log into a separate BI tool. ClicData addresses the common challenge of fragmented data stacks by covering data engineering, storage, and analytics in one platform. It is suited for growing organizations looking to standardize how data is collected, managed, and consumed across different teams and functions.

**Average Rating:** 4.4/5.0

**Total Reviews:** 36

#### How Do G2 Users Rate ClicData?

- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 9.1/10)
- **Steps to Answer:** 7.8/10 (Category avg: 8.4/10)
- **Reports Interface:** 8.6/10 (Category avg: 8.7/10)
- **Calculated Fields:** 8.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind ClicData?

- **Seller:** [ClicData](https://www.g2.com/sellers/clicdata)
- **Company Website:** www.clicdata.com
- **Year Founded:** 2008
- **HQ Location:** Lille, France
- **Twitter:** @ClicData  
806 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=968be8f864b99591be22699041798e97c565cee1749b4d0c851d5517ed29c8dc&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F278851%2F&secure%5Burl_type%5D=linkedin_company_website)  
46 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 51% Small, 32% Medium

#### What Are Recent G2 Reviews of ClicData?

**["Quick and simple solution to implement with a responsive and efficient helpdesk team"](https://www.g2.com/survey_responses/clicdata-review-11445571)**

**Rating:** 4.5/5.0 stars

_— Verified User in Restaurants_

[Read full review](https://www.g2.com/survey_responses/clicdata-review-11445571)

**["Outstanding Customer Service and Communication from the ClicData Team"](https://www.g2.com/survey_responses/clicdata-review-12848126)**

**Rating:** 4.0/5.0 stars

_— Verified User in Primary/Secondary Education_

[Read full review](https://www.g2.com/survey_responses/clicdata-review-12848126)

#### What Are G2 Users Discussing About ClicData?

- [What are the benefits of business intelligence?](https://www.g2.com/discussions/clicdata-what-are-the-benefits-of-business-intelligence)
- [How do I create a dashboard in ClicData?](https://www.g2.com/discussions/how-do-i-create-a-dashboard-in-clicdata) - 1 comment, 1 upvote
- [Is ClicData free?](https://www.g2.com/discussions/is-clicdata-free) - 1 comment
- [What is CLIC software?](https://www.g2.com/discussions/what-is-clic-software) - 1 comment

### [MachEye](https://www.g2.com/products/macheye/reviews)

MachEye’s augmented analytics platform transforms the way organizations integrate their data, decisions, and operations. While current business intelligence platforms only answer “what” questions on data, MachEye helps users answer “what, why, and how” scenarios for everyone at an organization. Decision makers at any level can now receive actionable insights and recommendations through a “Google like” search experience and “YouTube like” audio-visual experience, in addition to charts and self-service analytics. MachEye adds an actionable “play” button to data! For more information, visit https://www.macheye.com.

**Average Rating:** 4.7/5.0

**Total Reviews:** 10

#### How Do G2 Users Rate MachEye?

- **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 9.1/10)
- **Steps to Answer:** 8.3/10 (Category avg: 8.4/10)
- **Reports Interface:** 9.4/10 (Category avg: 8.7/10)
- **Calculated Fields:** 9.4/10 (Category avg: 8.5/10)

#### Who Is the Company Behind MachEye?

- **Seller:** [MachEye](https://www.g2.com/sellers/macheye)
- **Year Founded:** 2018
- **HQ Location:** San Jose, US
- **Twitter:** @MachEyeInc  
58 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=185687cfa848e4d4c1bc0aebd63f865082cdad1b509e4f4cc5eff7660f4e41ab&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmacheye&secure%5Burl_type%5D=linkedin_company_website)  
12 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 60% Medium, 20% Large

#### What Are Recent G2 Reviews of MachEye?

**["The game changer"](https://www.g2.com/survey_responses/macheye-review-8554346)**

**Rating:** 4.5/5.0 stars

_— Verified User in Financial Services_

[Read full review](https://www.g2.com/survey_responses/macheye-review-8554346)

**["Delivering intelligent search and engaging tales for all of my work has been made possible."](https://www.g2.com/survey_responses/macheye-review-8519678)**

**Rating:** 4.0/5.0 stars

_— Rahul S._

[Read full review](https://www.g2.com/survey_responses/macheye-review-8519678)

#### What Are G2 Users Discussing About MachEye?

- [What is MachEye used for?](https://www.g2.com/discussions/what-is-macheye-used-for)

### [The Ikigai platform](https://www.g2.com/products/the-ikigai-platform/reviews)

Ikigai's operational BI platform transforms the way businesses make tactical decisions. Business-user-friendly UI/UX enables anyone to infuse and prepare data and run robust AI-powered analyses to achieve their business goals. DeepMatch stitches together even the most disparate datasets in minutes without any data pre-processing. This patented technology improves over time and learns from humans. The proprietary DeepCasting technology generates forecasts on as little as a few weeks of data, also with higher accuracy than any other method. Instead of comparing a handful of what-if scenarios, Ikigai's proprietary DeepPlan analysis evaluates up to 10^19 options and identifies the most optimal ones for any given parameters. Built upon cutting-edge MIT research on AI and machine learning, Ikigai is uniquely positioned to help operational teams improve the speed and accuracy of their decisions under uncertainty and constant change, ultimately increasing the ROI for their business, while making the latest data science techniques accessible to any data professional. Learn more https://www.ikigailabs.io

**Average Rating:** 4.6/5.0

**Total Reviews:** 16

#### How Do G2 Users Rate The Ikigai platform?

- **Steps to Answer:** 8.9/10 (Category avg: 8.4/10)
- **Reports Interface:** 9.6/10 (Category avg: 8.7/10)
- **Calculated Fields:** 9.5/10 (Category avg: 8.5/10)

#### Who Is the Company Behind The Ikigai platform?

- **Seller:** [Ikigai Labs](https://www.g2.com/sellers/ikigai-labs)
- **HQ Location:** Singapore, Singapore
- **Twitter:** @IkigaiInc  
74 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=87c5fb72d9af8f1b958b169753f7f57e9733c34a2488e10a78ac85c4d30d0ad9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fikigai-labs%2F&secure%5Burl_type%5D=linkedin_company_website)

#### Who Uses This Product?

- **Company Size:** 63% Small, 25% Large

#### What Are Recent G2 Reviews of The Ikigai platform?

**["Made it effortless"](https://www.g2.com/survey_responses/the-ikigai-platform-review-8544679)**

**Rating:** 5.0/5.0 stars

_— Winnie D._

[Read full review](https://www.g2.com/survey_responses/the-ikigai-platform-review-8544679)

**["Ikigai is a great tool for ML/AI no code projects"](https://www.g2.com/survey_responses/the-ikigai-platform-review-8550685)**

**Rating:** 5.0/5.0 stars

_— Aaron R._

[Read full review](https://www.g2.com/survey_responses/the-ikigai-platform-review-8550685)

### [Digital Hive](https://www.g2.com/products/digital-hive/reviews)

Digital Hive is an Analytics Catalog that curates and creates a single place for users to consume and find the analytics they need. Not a revisualization, we don't touch your data or recreate your security and you customize the consumption experience to wow your users. With Digital Hive you'll see greater value from your analytics investment by increased adoption, improved data literacy and reduced duplication of content.

**Average Rating:** 4.5/5.0

**Total Reviews:** 24

#### How Do G2 Users Rate Digital Hive?

- **Has the product been a good partner in doing business?:** 9.4/10 (Category avg: 9.1/10)
- **Steps to Answer:** 8.6/10 (Category avg: 8.4/10)
- **Reports Interface:** 8.7/10 (Category avg: 8.7/10)
- **Calculated Fields:** 8.2/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Digital Hive?

- **Seller:** [Digital Hive](https://www.g2.com/sellers/digital-hive-d733945f-74bc-4117-a8ff-692a74b2542f)
- **Year Founded:** 2014
- **HQ Location:** Ottawa, CA
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=effd5e8ac7f7833dd67f241d1f3fe19d47898affa17404c477cf5d2a72123d0d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdigital-hive-portal%2F&secure%5Burl_type%5D=linkedin_company_website)  
20 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Marketing and Advertising
- **Company Size:** 48% Medium, 36% Small

#### What Do G2 Reviewers Say About Digital Hive?

_AI-generated summary from verified user reviews_

##### Pros

- Users love the **user-friendly interface** of Digital Hive, enhancing accessibility and collaboration across analytics tools.
- Users value the **seamless integrations** of Digital Hive, enhancing collaboration and simplifying analytics across various BI tools.
- Users praise the **excellent analytical tools** of Digital Hive, enhancing business analysis and growth opportunities.
- Users appreciate the **scalability** of Digital Hive, allowing easy access and collaboration across multiple platforms.
- Users appreciate the **customization options** in Digital Hive that allow tailored dashboards and seamless integration with existing tools.

##### Cons

- Users find the **pricing too high** for Digital Hive, especially considering the lack of free trials or versions.
- Users find the **integration complexity** of Digital Hive challenging, especially with customized setups and feature navigation.
- Users experience occasional **bugs** in the software that impact performance and could be improved upon.
- Users express concern over the lack of **Row-Level Security (RLS)**, limiting data access management for individual users.
- Users find **complex usage** in Digital Hive due to rigid workflows and inadequate documentation, hindering effective onboarding.

#### What Are Recent G2 Reviews of Digital Hive?

**["Unified Platform Enhances Data Management and Insights"](https://www.g2.com/survey_responses/digital-hive-review-12091596)**

**Rating:** 4.0/5.0 stars

_— Atharva P._

[Read full review](https://www.g2.com/survey_responses/digital-hive-review-12091596)

**["Best Analytics platform"](https://www.g2.com/survey_responses/digital-hive-review-10374529)**

**Rating:** 5.0/5.0 stars

_— Pooja S._

[Read full review](https://www.g2.com/survey_responses/digital-hive-review-10374529)

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Spotlight Categories

[Sales Intelligence Software](https://www.g2.com/categories/sales-intelligence)

[HCM Software](https://www.g2.com/categories/hcm-software)

[SMS Marketing Software](https://www.g2.com/categories/sms-marketing)

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Similar Categories

- [Agentic Analytics](/categories/agentic-analytics)
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- [Business Intelligence](/categories/business-intelligence)
- [Data Virtualization](/categories/data-virtualization)
- [Drone Analytics](/categories/drone-analytics)

- [Enterprise Search Software](/categories/enterprise-search-software)
- [Graph Visualization Tools](/categories/graph-visualization-tools)
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- [Other Analytics](/categories/other-analytics)
- [Predictive Analytics](/categories/predictive-analytics)

- [Site Search Software](/categories/site-search-software)
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- [Time Series Intelligence](/categories/time-series-intelligence)
- [Visitor Behavior Intelligence](/categories/visitor-behavior-intelligence)

[Browse Analytics Platforms Themes](/categories/analytics-platforms/themes)

 ![Tian Lin](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Tian Lin")
TL

Researched and written by [Tian Lin](https://research.g2.com/insights/author/tian-lin)

Updated July 2, 2025

Analytics platforms provide a tool set for businesses to transform raw data into meaningful, actionable insights. They enable organizations to explore data, uncover trends, forecast future outcomes, and support informed decision making.

Unlike tools limited to reporting on past performance, analytics platforms often include advanced capabilities such as predictive modeling, statistical analysis, and machine learning (ML). These platforms are designed to be flexible and scalable, supporting a wide range of use cases across the business.

These platforms are used in nearly every business function, from marketing and sales to finance, operations, and HR, supporting both strategic planning and day-to-day performance monitoring. From data analysts and scientists to business stakeholders and executives, analytics platforms are used by a wide range of personas. While analysts focus on exploring data and generating insights, self-service tools now enable non-technical users to interact directly with data. IT teams support platform integration and security, reflecting the growing push to democratize data access and embed analytics into daily decision-making across the organization.

Analytics platforms support critical functions such as data blending and modeling, enabling users to combine data from diverse sources and build robust, interconnected data models. The visual outputs — dashboards, reports, and interactive charts — help users explore trends, drill down into granular details, and communicate insights clearly.

Unlike standalone data visualization tools, which are limited to presenting information, analytics platforms encompass the full analytical workflow. Many also offer advanced capabilities such as embedded analytics, natural language query, and augmented analytics, which leverage ML to automate insight discovery and make data exploration more accessible to a broader audience.

Analytics platforms and [business intelligence (BI) software](https://www.g2.com/categories/business-intelligence) often work in tandem to support data-driven organizations. While BI tools focus on tracking and reporting historical performance through dashboards and key performance indicators (KPI), analytics platforms provide broader capabilities that support exploratory analysis and strategic planning. BI answers "what happened," while analytics platforms help users understand why it happened and what might happen next. Rather than replacing BI, analytics platforms complement it by enabling deeper insights and empowering a wider range of users across the organization.

To qualify for inclusion in the Analytics Platforms category, a product must:

- Ingest and integrate data from a wide range of structured and semi-structured sources
- Prepare and transform data using built-in tools for cleaning, enrichment, and formatting
- Support connections to diverse data sources, including file uploads, databases, application programming interfaces (API), and SaaS apps
- Enable users to model data relationships, join datasets, and explore data interactively
- Offer tools to build meaningful business reports, dashboards, and visualizations
- Allow creation and sharing of internal analytics applications or embedded insights across teams

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