Best Embedded Business Intelligence Software with Data Modeling Capabilities

Benefits of Embedded Business Intelligence Software with Data Modeling capabilities include: Ability to (re)structure data in a manner that allows extracting insights fast and accurate.
Below are the top-rated Embedded Business Intelligence Software with Data Modeling capabilities, as verified by G2’s Research team. Real users have identified Data Modeling as an important function of Embedded Business Intelligence Software. Compare different products that offer this feature so you can decide which is best for your business needs.
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G2 takes pride in showing unbiased reviews on user satisfaction in our ratings and reports. We do not allow paid placements in any of our ratings, rankings, or reports. Learn about our scoring methodologies.

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18 Listings in Embedded Business Intelligence Available
(3,527)4.4 out of 5
8th Easiest To Use in Embedded Business Intelligence software
View top Consulting Services for Tableau
Entry Level Price:$75.00
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    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 platf

    Users
    • Data Analyst
    • Business Analyst
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 41% Enterprise
    • 35% Mid-Market
    User Sentiment
    How are these determined?Information
    These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
    • Tableau is a data visualization tool that allows users to create charts and dashboards through a drag-and-drop interface, even with large datasets.
    • Users like Tableau's simplicity in creating visuals, its ability to load data from multiple sources, and its quick time refresh feature.
    • Reviewers mentioned that Tableau can be expensive, especially for small teams and individual users, and advanced calculations and customization sometimes require a steep learning curve.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Tableau Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    634
    Data Visualization
    563
    Visualization
    424
    Features
    351
    Intuitive
    317
    Cons
    Learning Curve
    282
    Learning Difficulty
    240
    Expensive
    225
    Slow Performance
    155
    Difficulty
    139
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Tableau features and usability ratings that predict user satisfaction
    8.5
    Has the product been a good partner in doing business?
    Average: 8.9
    8.2
    Steps to Answer
    Average: 8.3
    8.7
    Reports Interface
    Average: 8.7
    8.5
    Calculated Fields
    Average: 8.5
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    Year Founded
    1999
    HQ Location
    San Francisco, CA
    Twitter
    @salesforce
    580,855 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    86,064 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

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 platf

Users
  • Data Analyst
  • Business Analyst
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 41% Enterprise
  • 35% Mid-Market
User Sentiment
How are these determined?Information
These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
  • Tableau is a data visualization tool that allows users to create charts and dashboards through a drag-and-drop interface, even with large datasets.
  • Users like Tableau's simplicity in creating visuals, its ability to load data from multiple sources, and its quick time refresh feature.
  • Reviewers mentioned that Tableau can be expensive, especially for small teams and individual users, and advanced calculations and customization sometimes require a steep learning curve.
Tableau Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
634
Data Visualization
563
Visualization
424
Features
351
Intuitive
317
Cons
Learning Curve
282
Learning Difficulty
240
Expensive
225
Slow Performance
155
Difficulty
139
Tableau features and usability ratings that predict user satisfaction
8.5
Has the product been a good partner in doing business?
Average: 8.9
8.2
Steps to Answer
Average: 8.3
8.7
Reports Interface
Average: 8.7
8.5
Calculated Fields
Average: 8.5
Seller Details
Company Website
Year Founded
1999
HQ Location
San Francisco, CA
Twitter
@salesforce
580,855 Twitter followers
LinkedIn® Page
www.linkedin.com
86,064 employees on LinkedIn®
(688)4.3 out of 5
13th Easiest To Use in Embedded Business Intelligence software
View top Consulting Services for Amazon QuickSight
Entry Level Price:$3.00
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    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 int

    Users
    • Data Analyst
    • Software Engineer
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 40% Small-Business
    • 36% Mid-Market
    User Sentiment
    How are these determined?Information
    These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
    • Amazon QuickSight is a cloud-based business intelligence and data visualization service that integrates with AWS services and external systems, allowing users to analyze data, create dashboards, and share insights.
    • Users frequently mention the seamless integration with AWS services, the ability to handle large datasets efficiently, and the intuitive interface for creating interactive dashboards and visualizations.
    • Reviewers experienced limitations in customization options for visuals and layouts, a steep learning curve for new users, and performance issues with highly complex queries.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Amazon QuickSight Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Integrations
    72
    Ease of Use
    71
    Easy Integrations
    60
    Data Visualization
    44
    Dashboard Management
    42
    Cons
    Limited Customization
    69
    Learning Curve
    38
    Limited Visualization
    28
    Missing Features
    22
    Poor Interface Design
    20
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Amazon QuickSight features and usability ratings that predict user satisfaction
    8.3
    Has the product been a good partner in doing business?
    Average: 8.9
    8.0
    Steps to Answer
    Average: 8.3
    8.2
    Reports Interface
    Average: 8.7
    8.0
    Calculated Fields
    Average: 8.5
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    2006
    HQ Location
    Seattle, WA
    Twitter
    @awscloud
    2,220,162 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    152,002 employees on LinkedIn®
    Ownership
    NASDAQ: AMZN
Product Description
How are these determined?Information
This description is provided by the seller.

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 int

Users
  • Data Analyst
  • Software Engineer
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 40% Small-Business
  • 36% Mid-Market
User Sentiment
How are these determined?Information
These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
  • Amazon QuickSight is a cloud-based business intelligence and data visualization service that integrates with AWS services and external systems, allowing users to analyze data, create dashboards, and share insights.
  • Users frequently mention the seamless integration with AWS services, the ability to handle large datasets efficiently, and the intuitive interface for creating interactive dashboards and visualizations.
  • Reviewers experienced limitations in customization options for visuals and layouts, a steep learning curve for new users, and performance issues with highly complex queries.
Amazon QuickSight Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Integrations
72
Ease of Use
71
Easy Integrations
60
Data Visualization
44
Dashboard Management
42
Cons
Limited Customization
69
Learning Curve
38
Limited Visualization
28
Missing Features
22
Poor Interface Design
20
Amazon QuickSight features and usability ratings that predict user satisfaction
8.3
Has the product been a good partner in doing business?
Average: 8.9
8.0
Steps to Answer
Average: 8.3
8.2
Reports Interface
Average: 8.7
8.0
Calculated Fields
Average: 8.5
Seller Details
Year Founded
2006
HQ Location
Seattle, WA
Twitter
@awscloud
2,220,162 Twitter followers
LinkedIn® Page
www.linkedin.com
152,002 employees on LinkedIn®
Ownership
NASDAQ: AMZN
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(575)4.2 out of 5
Optimized for quick response
2nd Easiest To Use in Embedded Business Intelligence software
Entry Level Price:Contact Us
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    GoodData is an AI-native analytics platform, built for speed, scale and trust. It enables organisations to embed agentic AI into their data-stack, deliver governed insights in real time, and integrate

    Users
    • Data Analyst
    • Product Manager
    Industries
    • Computer Software
    • Consumer Services
    Market Segment
    • 44% Mid-Market
    • 39% Small-Business
    User Sentiment
    How are these determined?Information
    These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
    • GoodData is a business intelligence tool that provides data visualization and analytics capabilities, enabling users to create custom dashboards and reports.
    • Reviewers like GoodData's flexibility, powerful visualization features, and its ability to integrate with existing tools and databases, which facilitates faster decision-making and streamlines reporting processes.
    • Users reported issues with GoodData's complexity during setup, particularly when connecting multiple systems, and the platform's reliance on structured setup can introduce administrative challenges and affect release dates.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • GoodData Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    52
    Data Visualization
    34
    Integrations
    34
    Intuitive
    30
    Customization
    28
    Cons
    Learning Curve
    28
    Learning Difficulty
    19
    Missing Features
    19
    Complexity
    13
    Limited Customization
    12
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • GoodData features and usability ratings that predict user satisfaction
    8.4
    Has the product been a good partner in doing business?
    Average: 8.9
    8.3
    Steps to Answer
    Average: 8.3
    8.6
    Reports Interface
    Average: 8.7
    8.2
    Calculated Fields
    Average: 8.5
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    GoodData
    Company Website
    Year Founded
    2007
    HQ Location
    San Francisco, CA
    Twitter
    @gooddata
    12,664 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    281 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

GoodData is an AI-native analytics platform, built for speed, scale and trust. It enables organisations to embed agentic AI into their data-stack, deliver governed insights in real time, and integrate

Users
  • Data Analyst
  • Product Manager
Industries
  • Computer Software
  • Consumer Services
Market Segment
  • 44% Mid-Market
  • 39% Small-Business
User Sentiment
How are these determined?Information
These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
  • GoodData is a business intelligence tool that provides data visualization and analytics capabilities, enabling users to create custom dashboards and reports.
  • Reviewers like GoodData's flexibility, powerful visualization features, and its ability to integrate with existing tools and databases, which facilitates faster decision-making and streamlines reporting processes.
  • Users reported issues with GoodData's complexity during setup, particularly when connecting multiple systems, and the platform's reliance on structured setup can introduce administrative challenges and affect release dates.
GoodData Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
52
Data Visualization
34
Integrations
34
Intuitive
30
Customization
28
Cons
Learning Curve
28
Learning Difficulty
19
Missing Features
19
Complexity
13
Limited Customization
12
GoodData features and usability ratings that predict user satisfaction
8.4
Has the product been a good partner in doing business?
Average: 8.9
8.3
Steps to Answer
Average: 8.3
8.6
Reports Interface
Average: 8.7
8.2
Calculated Fields
Average: 8.5
Seller Details
Seller
GoodData
Company Website
Year Founded
2007
HQ Location
San Francisco, CA
Twitter
@gooddata
12,664 Twitter followers
LinkedIn® Page
www.linkedin.com
281 employees on LinkedIn®
(555)4.4 out of 5
Optimized for quick response
1st Easiest To Use in Embedded Business Intelligence software
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Sigma is the AI apps and analytics platform connected to the cloud data warehouse. Using Sigma, business and technical teams can build intelligent, production-ready AI apps that accelerate and auto

    Users
    • Data Analyst
    • Customer Success Manager
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 58% Mid-Market
    • 21% Enterprise
    User Sentiment
    How are these determined?Information
    These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
    • Sigma is a data visualization and manipulation tool with a spreadsheet-style interface, designed for ease of use and integration into applications.
    • Users like Sigma's ability to handle large volumes of data, its intuitive dashboard functions, and its capacity for real-time exploration and sharing of information.
    • Reviewers experienced performance issues when working with large volumes of data, found the mobile version unintuitive, and noted that the Sigma panel's styling options were somewhat limited.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Sigma Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    73
    User Interface
    29
    Customer Support
    27
    Data Visualization
    27
    Data Handling
    26
    Cons
    Slow Loading
    23
    Slow Performance
    22
    Limited Customization
    20
    Learning Curve
    17
    Missing Features
    14
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Sigma features and usability ratings that predict user satisfaction
    9.1
    Has the product been a good partner in doing business?
    Average: 8.9
    8.4
    Steps to Answer
    Average: 8.3
    8.6
    Reports Interface
    Average: 8.7
    8.7
    Calculated Fields
    Average: 8.5
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    Year Founded
    2014
    HQ Location
    San Francisco, California
    Twitter
    @sigmacomputing
    1,540 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    1,437 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Sigma is the AI apps and analytics platform connected to the cloud data warehouse. Using Sigma, business and technical teams can build intelligent, production-ready AI apps that accelerate and auto

Users
  • Data Analyst
  • Customer Success Manager
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 58% Mid-Market
  • 21% Enterprise
User Sentiment
How are these determined?Information
These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
  • Sigma is a data visualization and manipulation tool with a spreadsheet-style interface, designed for ease of use and integration into applications.
  • Users like Sigma's ability to handle large volumes of data, its intuitive dashboard functions, and its capacity for real-time exploration and sharing of information.
  • Reviewers experienced performance issues when working with large volumes of data, found the mobile version unintuitive, and noted that the Sigma panel's styling options were somewhat limited.
Sigma Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
73
User Interface
29
Customer Support
27
Data Visualization
27
Data Handling
26
Cons
Slow Loading
23
Slow Performance
22
Limited Customization
20
Learning Curve
17
Missing Features
14
Sigma features and usability ratings that predict user satisfaction
9.1
Has the product been a good partner in doing business?
Average: 8.9
8.4
Steps to Answer
Average: 8.3
8.6
Reports Interface
Average: 8.7
8.7
Calculated Fields
Average: 8.5
Seller Details
Company Website
Year Founded
2014
HQ Location
San Francisco, California
Twitter
@sigmacomputing
1,540 Twitter followers
LinkedIn® Page
www.linkedin.com
1,437 employees on LinkedIn®
(412)4.4 out of 5
4th Easiest To Use in Embedded Business Intelligence software
Entry Level Price:Contact Us
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    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,

    Users
    • General Manager
    • Business Analyst
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 45% Small-Business
    • 35% Mid-Market
    User Sentiment
    How are these determined?Information
    These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
    • Yellowfin BI is a business intelligence tool that connects to multiple data sources, enabling aggregated views across finance and operations, and focuses on delivering analytics to end users.
    • Users like Yellowfin BI's user-friendly interface, quick customer support, and unique features such as Data Storytelling and Pixel-perfect Reporting, which simplify data analysis and report creation.
    • Reviewers experienced issues with Yellowfin BI's performance at scale, particularly with large datasets, and found that some advanced features have a steep learning curve and require technical knowledge to use effectively.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Yellowfin BI Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    98
    Data Visualization
    47
    Dashboard Customization
    35
    Intuitive
    32
    Report Generation
    32
    Cons
    Learning Curve
    42
    Slow Performance
    30
    Large Data Handling
    29
    Performance Issues
    22
    Limited Customization
    17
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Yellowfin BI features and usability ratings that predict user satisfaction
    8.8
    Has the product been a good partner in doing business?
    Average: 8.9
    8.0
    Steps to Answer
    Average: 8.3
    8.6
    Reports Interface
    Average: 8.7
    8.2
    Calculated Fields
    Average: 8.5
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Yellowfin
    Year Founded
    2003
    HQ Location
    Austin, Texas
    Twitter
    @YellowfinBI
    5,802 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    63 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

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,

Users
  • General Manager
  • Business Analyst
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 45% Small-Business
  • 35% Mid-Market
User Sentiment
How are these determined?Information
These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
  • Yellowfin BI is a business intelligence tool that connects to multiple data sources, enabling aggregated views across finance and operations, and focuses on delivering analytics to end users.
  • Users like Yellowfin BI's user-friendly interface, quick customer support, and unique features such as Data Storytelling and Pixel-perfect Reporting, which simplify data analysis and report creation.
  • Reviewers experienced issues with Yellowfin BI's performance at scale, particularly with large datasets, and found that some advanced features have a steep learning curve and require technical knowledge to use effectively.
Yellowfin BI Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
98
Data Visualization
47
Dashboard Customization
35
Intuitive
32
Report Generation
32
Cons
Learning Curve
42
Slow Performance
30
Large Data Handling
29
Performance Issues
22
Limited Customization
17
Yellowfin BI features and usability ratings that predict user satisfaction
8.8
Has the product been a good partner in doing business?
Average: 8.9
8.0
Steps to Answer
Average: 8.3
8.6
Reports Interface
Average: 8.7
8.2
Calculated Fields
Average: 8.5
Seller Details
Seller
Yellowfin
Year Founded
2003
HQ Location
Austin, Texas
Twitter
@YellowfinBI
5,802 Twitter followers
LinkedIn® Page
www.linkedin.com
63 employees on LinkedIn®
(458)4.1 out of 5
Optimized for quick response
View top Consulting Services for IBM Cognos Analytics
30% Off: 8
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    IBM Cognos Analytics acts as your trusted co-pilot for business with the aim of making you smarter, faster, and more confident in your data-driven decisions. IBM Cognos Analytics gives every user

    Users
    • Data Analyst
    Industries
    • Information Technology and Services
    • Financial Services
    Market Segment
    • 59% Enterprise
    • 26% Mid-Market
    User Sentiment
    How are these determined?Information
    These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
    • IBM Cognos Analytics is a tool that provides enterprise-grade reporting and data analysis capabilities, including the creation of dashboards and complex reports.
    • Reviewers like the tool's ability to handle large quantities of data, its data integrity and governance, its AI-driven insights, and its user-friendly interface that allows for easy creation of dashboards and reports.
    • Reviewers noted that the mobile experience is poor, the initial onboarding experience can be challenging for new users, the cost is high, and complex reports can cause the tool to run slow.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • IBM Cognos Analytics Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    36
    Report Generation
    17
    Analytics
    15
    Data Visualization
    15
    User Interface
    12
    Cons
    Learning Curve
    18
    Learning Difficulty
    10
    Slow Performance
    9
    Complexity
    8
    Complex Usage
    6
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • IBM Cognos Analytics features and usability ratings that predict user satisfaction
    7.8
    Has the product been a good partner in doing business?
    Average: 8.9
    7.6
    Steps to Answer
    Average: 8.3
    8.1
    Reports Interface
    Average: 8.7
    8.1
    Calculated Fields
    Average: 8.5
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    IBM
    Company Website
    Year Founded
    1911
    HQ Location
    Armonk, NY
    Twitter
    @IBM
    708,744 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    339,241 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

IBM Cognos Analytics acts as your trusted co-pilot for business with the aim of making you smarter, faster, and more confident in your data-driven decisions. IBM Cognos Analytics gives every user

Users
  • Data Analyst
Industries
  • Information Technology and Services
  • Financial Services
Market Segment
  • 59% Enterprise
  • 26% Mid-Market
User Sentiment
How are these determined?Information
These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
  • IBM Cognos Analytics is a tool that provides enterprise-grade reporting and data analysis capabilities, including the creation of dashboards and complex reports.
  • Reviewers like the tool's ability to handle large quantities of data, its data integrity and governance, its AI-driven insights, and its user-friendly interface that allows for easy creation of dashboards and reports.
  • Reviewers noted that the mobile experience is poor, the initial onboarding experience can be challenging for new users, the cost is high, and complex reports can cause the tool to run slow.
IBM Cognos Analytics Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
36
Report Generation
17
Analytics
15
Data Visualization
15
User Interface
12
Cons
Learning Curve
18
Learning Difficulty
10
Slow Performance
9
Complexity
8
Complex Usage
6
IBM Cognos Analytics features and usability ratings that predict user satisfaction
7.8
Has the product been a good partner in doing business?
Average: 8.9
7.6
Steps to Answer
Average: 8.3
8.1
Reports Interface
Average: 8.7
8.1
Calculated Fields
Average: 8.5
Seller Details
Seller
IBM
Company Website
Year Founded
1911
HQ Location
Armonk, NY
Twitter
@IBM
708,744 Twitter followers
LinkedIn® Page
www.linkedin.com
339,241 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    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 da

    Users
    No information available
    Industries
    • Information Technology and Services
    • Financial Services
    Market Segment
    • 61% Enterprise
    • 27% Mid-Market
    User Sentiment
    How are these determined?Information
    These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
    • Oracle Analytics Cloud is a platform that integrates within the Oracle ecosystem to manage large-scale data and provide self-service analytics tools for creating interactive dashboards and advanced visualizations.
    • Users frequently mention the platform's intuitive and accessible interface, its ability to easily explore and analyze data, and the variety of visualizations and reports that can be created, making the presentation of information clear and attractive.
    • Reviewers experienced complexity in the initial setup and configuration, a steep learning curve for advanced features, and challenges in optimizing performance for extremely large datasets without proper tuning.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Oracle Analytics Cloud Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Analytics
    3
    Data Visualization
    3
    Ease of Use
    3
    Scalability
    3
    Business Improvement
    2
    Cons
    Learning Curve
    4
    Complexity
    2
    Complex Usage
    2
    Limited Customization
    2
    Bugs
    1
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Oracle Analytics Cloud features and usability ratings that predict user satisfaction
    7.8
    Has the product been a good partner in doing business?
    Average: 8.9
    7.9
    Steps to Answer
    Average: 8.3
    8.4
    Reports Interface
    Average: 8.7
    8.2
    Calculated Fields
    Average: 8.5
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Oracle
    Year Founded
    1977
    HQ Location
    Austin, TX
    Twitter
    @Oracle
    825,317 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    198,071 employees on LinkedIn®
    Ownership
    NYSE:ORCL
Product Description
How are these determined?Information
This description is provided by the seller.

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 da

Users
No information available
Industries
  • Information Technology and Services
  • Financial Services
Market Segment
  • 61% Enterprise
  • 27% Mid-Market
User Sentiment
How are these determined?Information
These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
  • Oracle Analytics Cloud is a platform that integrates within the Oracle ecosystem to manage large-scale data and provide self-service analytics tools for creating interactive dashboards and advanced visualizations.
  • Users frequently mention the platform's intuitive and accessible interface, its ability to easily explore and analyze data, and the variety of visualizations and reports that can be created, making the presentation of information clear and attractive.
  • Reviewers experienced complexity in the initial setup and configuration, a steep learning curve for advanced features, and challenges in optimizing performance for extremely large datasets without proper tuning.
Oracle Analytics Cloud Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Analytics
3
Data Visualization
3
Ease of Use
3
Scalability
3
Business Improvement
2
Cons
Learning Curve
4
Complexity
2
Complex Usage
2
Limited Customization
2
Bugs
1
Oracle Analytics Cloud features and usability ratings that predict user satisfaction
7.8
Has the product been a good partner in doing business?
Average: 8.9
7.9
Steps to Answer
Average: 8.3
8.4
Reports Interface
Average: 8.7
8.2
Calculated Fields
Average: 8.5
Seller Details
Seller
Oracle
Year Founded
1977
HQ Location
Austin, TX
Twitter
@Oracle
825,317 Twitter followers
LinkedIn® Page
www.linkedin.com
198,071 employees on LinkedIn®
Ownership
NYSE:ORCL
(1,606)4.4 out of 5
10th Easiest To Use in Embedded Business Intelligence software
View top Consulting Services for Looker
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    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 metr

    Users
    • Data Analyst
    • Data Engineer
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 60% Mid-Market
    • 20% Enterprise
    User Sentiment
    How are these determined?Information
    These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
    • Looker is a data analytics tool that transforms raw data into shareable dashboards and reports, with a powerful modeling layer, LookML, for consistent and scalable reporting.
    • Users like Looker's flexibility, its ability to create interactive, real-time dashboards, and its seamless integration with modern data warehouses and Google Cloud services.
    • Users experienced a steep learning curve with LookML, slower dashboard load times with large datasets, and found the cost to be high for smaller organizations.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Looker Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    126
    Insights
    75
    Easy Integrations
    70
    Integrations
    70
    Data Visualization
    62
    Cons
    Learning Curve
    58
    Learning Difficulty
    42
    Slow Loading
    36
    Slow Performance
    36
    Complexity
    32
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Looker features and usability ratings that predict user satisfaction
    8.9
    Has the product been a good partner in doing business?
    Average: 8.9
    8.2
    Steps to Answer
    Average: 8.3
    8.6
    Reports Interface
    Average: 8.7
    8.4
    Calculated Fields
    Average: 8.5
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Google
    Year Founded
    1998
    HQ Location
    Mountain View, CA
    Twitter
    @google
    31,775,247 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    325,935 employees on LinkedIn®
    Ownership
    NASDAQ:GOOG
Product Description
How are these determined?Information
This description is provided by the seller.

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 metr

Users
  • Data Analyst
  • Data Engineer
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 60% Mid-Market
  • 20% Enterprise
User Sentiment
How are these determined?Information
These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
  • Looker is a data analytics tool that transforms raw data into shareable dashboards and reports, with a powerful modeling layer, LookML, for consistent and scalable reporting.
  • Users like Looker's flexibility, its ability to create interactive, real-time dashboards, and its seamless integration with modern data warehouses and Google Cloud services.
  • Users experienced a steep learning curve with LookML, slower dashboard load times with large datasets, and found the cost to be high for smaller organizations.
Looker Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
126
Insights
75
Easy Integrations
70
Integrations
70
Data Visualization
62
Cons
Learning Curve
58
Learning Difficulty
42
Slow Loading
36
Slow Performance
36
Complexity
32
Looker features and usability ratings that predict user satisfaction
8.9
Has the product been a good partner in doing business?
Average: 8.9
8.2
Steps to Answer
Average: 8.3
8.6
Reports Interface
Average: 8.7
8.4
Calculated Fields
Average: 8.5
Seller Details
Seller
Google
Year Founded
1998
HQ Location
Mountain View, CA
Twitter
@google
31,775,247 Twitter followers
LinkedIn® Page
www.linkedin.com
325,935 employees on LinkedIn®
Ownership
NASDAQ:GOOG
Entry Level Price:Free
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    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 ac

    Users
    • Data Analyst
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 44% Enterprise
    • 42% Mid-Market
    User Sentiment
    How are these determined?Information
    These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
    • ThoughtSpot is a data analysis tool that allows users to easily access and interpret data.
    • Reviewers frequently mention the ease of use, the ability to build relationships within the data model, clear documentation, seamless integration of AI capabilities, and a well-designed user interface that aligns closely with market needs.
    • Reviewers noted that the platform is difficult to learn, the initial setup is confusing, it has limited customization options, and the process of adding users and granting access is unnecessarily drawn out.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • ThoughtSpot Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    63
    Insights
    43
    Analytics
    31
    Intuitive
    23
    Data Visualization
    21
    Cons
    Learning Curve
    23
    Missing Features
    13
    Learning Difficulty
    8
    Complexity
    7
    Limited Customization
    7
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • ThoughtSpot features and usability ratings that predict user satisfaction
    8.9
    Has the product been a good partner in doing business?
    Average: 8.9
    8.5
    Steps to Answer
    Average: 8.3
    8.7
    Reports Interface
    Average: 8.7
    8.2
    Calculated Fields
    Average: 8.5
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    Year Founded
    2012
    HQ Location
    Mountain View, CA
    Twitter
    @thoughtspot
    10,987 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    1,694 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

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 ac

Users
  • Data Analyst
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 44% Enterprise
  • 42% Mid-Market
User Sentiment
How are these determined?Information
These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
  • ThoughtSpot is a data analysis tool that allows users to easily access and interpret data.
  • Reviewers frequently mention the ease of use, the ability to build relationships within the data model, clear documentation, seamless integration of AI capabilities, and a well-designed user interface that aligns closely with market needs.
  • Reviewers noted that the platform is difficult to learn, the initial setup is confusing, it has limited customization options, and the process of adding users and granting access is unnecessarily drawn out.
ThoughtSpot Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
63
Insights
43
Analytics
31
Intuitive
23
Data Visualization
21
Cons
Learning Curve
23
Missing Features
13
Learning Difficulty
8
Complexity
7
Limited Customization
7
ThoughtSpot features and usability ratings that predict user satisfaction
8.9
Has the product been a good partner in doing business?
Average: 8.9
8.5
Steps to Answer
Average: 8.3
8.7
Reports Interface
Average: 8.7
8.2
Calculated Fields
Average: 8.5
Seller Details
Company Website
Year Founded
2012
HQ Location
Mountain View, CA
Twitter
@thoughtspot
10,987 Twitter followers
LinkedIn® Page
www.linkedin.com
1,694 employees on LinkedIn®
(589)4.2 out of 5
Optimized for quick response
View top Consulting Services for Strategy One (formerly MicroStrategy ONE)
Entry Level Price:Starting at $13.00
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    🚀 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. Buil

    Users
    • Business Intelligence Developer
    • Manager
    Industries
    • Retail
    • Financial Services
    Market Segment
    • 62% Enterprise
    • 29% Mid-Market
    User Sentiment
    How are these determined?Information
    These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
    • MicroStrategy is a business intelligence tool that provides data visualization, reporting, and analytics capabilities.
    • Reviewers appreciate the tool's ability to handle large volumes of data, its user-friendly interface, and the flexibility of its dashboards, which allow for easy data exploration and analysis.
    • Users reported a steep learning curve, occasional bugs, and difficulties in integrating Microsoft Excel files into dashboards, as well as dissatisfaction with the focus on Bitcoin at a recent conference.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Strategy One (formerly MicroStrategy ONE) Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    7
    Innovation
    7
    Easy Setup
    6
    Customization
    4
    Dashboard Customization
    4
    Cons
    Learning Difficulty
    5
    Learning Curve
    4
    Missing Features
    4
    Complex Usage
    3
    Access Restrictions
    2
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Strategy One (formerly MicroStrategy ONE) features and usability ratings that predict user satisfaction
    7.7
    Has the product been a good partner in doing business?
    Average: 8.9
    7.5
    Steps to Answer
    Average: 8.3
    8.1
    Reports Interface
    Average: 8.7
    8.0
    Calculated Fields
    Average: 8.5
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    Year Founded
    1989
    HQ Location
    Tysons Corner, VA
    Twitter
    @MicroStrategy
    302,662 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    3,404 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

🚀 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. Buil

Users
  • Business Intelligence Developer
  • Manager
Industries
  • Retail
  • Financial Services
Market Segment
  • 62% Enterprise
  • 29% Mid-Market
User Sentiment
How are these determined?Information
These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
  • MicroStrategy is a business intelligence tool that provides data visualization, reporting, and analytics capabilities.
  • Reviewers appreciate the tool's ability to handle large volumes of data, its user-friendly interface, and the flexibility of its dashboards, which allow for easy data exploration and analysis.
  • Users reported a steep learning curve, occasional bugs, and difficulties in integrating Microsoft Excel files into dashboards, as well as dissatisfaction with the focus on Bitcoin at a recent conference.
Strategy One (formerly MicroStrategy ONE) Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
7
Innovation
7
Easy Setup
6
Customization
4
Dashboard Customization
4
Cons
Learning Difficulty
5
Learning Curve
4
Missing Features
4
Complex Usage
3
Access Restrictions
2
Strategy One (formerly MicroStrategy ONE) features and usability ratings that predict user satisfaction
7.7
Has the product been a good partner in doing business?
Average: 8.9
7.5
Steps to Answer
Average: 8.3
8.1
Reports Interface
Average: 8.7
8.0
Calculated Fields
Average: 8.5
Seller Details
Company Website
Year Founded
1989
HQ Location
Tysons Corner, VA
Twitter
@MicroStrategy
302,662 Twitter followers
LinkedIn® Page
www.linkedin.com
3,404 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    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 stun

    Users
    No information available
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 42% Mid-Market
    • 36% Enterprise
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Microsoft Power BI Embedded Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    2
    Business Improvement
    1
    Dashboard Customization
    1
    Data Visualization
    1
    Ease of Creation
    1
    Cons
    Learning Curve
    2
    Learning Difficulty
    2
    Formatting Issues
    1
    Initial Difficulty
    1
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Microsoft Power BI Embedded features and usability ratings that predict user satisfaction
    8.2
    Has the product been a good partner in doing business?
    Average: 8.9
    8.4
    Steps to Answer
    Average: 8.3
    9.2
    Reports Interface
    Average: 8.7
    8.9
    Calculated Fields
    Average: 8.5
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Microsoft
    Year Founded
    1975
    HQ Location
    Redmond, Washington
    Twitter
    @microsoft
    13,088,482 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    226,132 employees on LinkedIn®
    Ownership
    MSFT
Product Description
How are these determined?Information
This description is provided by the seller.

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 stun

Users
No information available
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 42% Mid-Market
  • 36% Enterprise
Microsoft Power BI Embedded Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
2
Business Improvement
1
Dashboard Customization
1
Data Visualization
1
Ease of Creation
1
Cons
Learning Curve
2
Learning Difficulty
2
Formatting Issues
1
Initial Difficulty
1
Microsoft Power BI Embedded features and usability ratings that predict user satisfaction
8.2
Has the product been a good partner in doing business?
Average: 8.9
8.4
Steps to Answer
Average: 8.3
9.2
Reports Interface
Average: 8.7
8.9
Calculated Fields
Average: 8.5
Seller Details
Seller
Microsoft
Year Founded
1975
HQ Location
Redmond, Washington
Twitter
@microsoft
13,088,482 Twitter followers
LinkedIn® Page
www.linkedin.com
226,132 employees on LinkedIn®
Ownership
MSFT
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    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

    Users
    • Data Analyst
    • Consultant
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 41% Enterprise
    • 41% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Qlik Sense Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    55
    Data Visualization
    31
    Analytics
    28
    Insights Discovery
    24
    Features
    22
    Cons
    Limited Features
    17
    Missing Features
    16
    Expensive
    14
    Data Management
    13
    Learning Curve
    13
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Qlik Sense features and usability ratings that predict user satisfaction
    8.5
    Has the product been a good partner in doing business?
    Average: 8.9
    8.3
    Steps to Answer
    Average: 8.3
    8.4
    Reports Interface
    Average: 8.7
    8.4
    Calculated Fields
    Average: 8.5
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Qlik
    Year Founded
    1993
    HQ Location
    Radnor, PA
    Twitter
    @qlik
    64,342 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    4,536 employees on LinkedIn®
    Phone
    1 (888) 994-9854
Product Description
How are these determined?Information
This description is provided by the seller.

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

Users
  • Data Analyst
  • Consultant
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 41% Enterprise
  • 41% Mid-Market
Qlik Sense Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
55
Data Visualization
31
Analytics
28
Insights Discovery
24
Features
22
Cons
Limited Features
17
Missing Features
16
Expensive
14
Data Management
13
Learning Curve
13
Qlik Sense features and usability ratings that predict user satisfaction
8.5
Has the product been a good partner in doing business?
Average: 8.9
8.3
Steps to Answer
Average: 8.3
8.4
Reports Interface
Average: 8.7
8.4
Calculated Fields
Average: 8.5
Seller Details
Seller
Qlik
Year Founded
1993
HQ Location
Radnor, PA
Twitter
@qlik
64,342 Twitter followers
LinkedIn® Page
www.linkedin.com
4,536 employees on LinkedIn®
Phone
1 (888) 994-9854
Entry Level Price:Free
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    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 5

    Users
    • Director
    • Business Analyst
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 50% Small-Business
    • 42% Mid-Market
    User Sentiment
    How are these determined?Information
    These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
    • Zoho Analytics is a data visualization tool that offers a user-friendly interface, data visualization tools, and app integrations for detailed reporting and insightful dashboards.
    • Users like the seamless integrations with key marketing platforms, highly customizable dashboards, automated report scheduling, and the ability to gather data from multiple sources, including other Zoho Apps and external sources.
    • Reviewers noted that some key features are only in higher-tier plans, performance can slow with large data volumes, there is a steep learning curve for advanced formulas or custom SQL queries, and occasional syncing delays with external data sources.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Zoho Analytics Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    39
    Analytics
    34
    Integrations
    28
    Dashboard Usability
    22
    Data Visualization
    22
    Cons
    Learning Curve
    22
    Limited Customization
    14
    Data Integration
    10
    Integration Issues
    10
    Missing Features
    10
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Zoho Analytics features and usability ratings that predict user satisfaction
    8.5
    Has the product been a good partner in doing business?
    Average: 8.9
    8.0
    Steps to Answer
    Average: 8.3
    8.1
    Reports Interface
    Average: 8.7
    8.3
    Calculated Fields
    Average: 8.5
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Zoho
    Year Founded
    1996
    HQ Location
    Austin, TX
    Twitter
    @Zoho
    137,095 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    29,794 employees on LinkedIn®
    Phone
    +1 (888) 900-9646
Product Description
How are these determined?Information
This description is provided by the seller.

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 5

Users
  • Director
  • Business Analyst
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 50% Small-Business
  • 42% Mid-Market
User Sentiment
How are these determined?Information
These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
  • Zoho Analytics is a data visualization tool that offers a user-friendly interface, data visualization tools, and app integrations for detailed reporting and insightful dashboards.
  • Users like the seamless integrations with key marketing platforms, highly customizable dashboards, automated report scheduling, and the ability to gather data from multiple sources, including other Zoho Apps and external sources.
  • Reviewers noted that some key features are only in higher-tier plans, performance can slow with large data volumes, there is a steep learning curve for advanced formulas or custom SQL queries, and occasional syncing delays with external data sources.
Zoho Analytics Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
39
Analytics
34
Integrations
28
Dashboard Usability
22
Data Visualization
22
Cons
Learning Curve
22
Limited Customization
14
Data Integration
10
Integration Issues
10
Missing Features
10
Zoho Analytics features and usability ratings that predict user satisfaction
8.5
Has the product been a good partner in doing business?
Average: 8.9
8.0
Steps to Answer
Average: 8.3
8.1
Reports Interface
Average: 8.7
8.3
Calculated Fields
Average: 8.5
Seller Details
Seller
Zoho
Year Founded
1996
HQ Location
Austin, TX
Twitter
@Zoho
137,095 Twitter followers
LinkedIn® Page
www.linkedin.com
29,794 employees on LinkedIn®
Phone
+1 (888) 900-9646
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    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 typicall

    Users
    No information available
    Industries
    • Computer Software
    Market Segment
    • 47% Small-Business
    • 31% Enterprise
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Plotly Dash Enterprise Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Charting Features
    1
    Coding Ease
    1
    Customer Support
    1
    Dashboard Management
    1
    Data Visualization
    1
    Cons
    This product has not yet received any negative sentiments.
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Plotly Dash Enterprise features and usability ratings that predict user satisfaction
    8.8
    Has the product been a good partner in doing business?
    Average: 8.9
    7.9
    Steps to Answer
    Average: 8.3
    8.5
    Reports Interface
    Average: 8.7
    9.0
    Calculated Fields
    Average: 8.5
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Plotly
    Year Founded
    2013
    HQ Location
    Montréal, CA
    Twitter
    @plotlygraphs
    41,405 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    118 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

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 typicall

Users
No information available
Industries
  • Computer Software
Market Segment
  • 47% Small-Business
  • 31% Enterprise
Plotly Dash Enterprise Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Charting Features
1
Coding Ease
1
Customer Support
1
Dashboard Management
1
Data Visualization
1
Cons
This product has not yet received any negative sentiments.
Plotly Dash Enterprise features and usability ratings that predict user satisfaction
8.8
Has the product been a good partner in doing business?
Average: 8.9
7.9
Steps to Answer
Average: 8.3
8.5
Reports Interface
Average: 8.7
9.0
Calculated Fields
Average: 8.5
Seller Details
Seller
Plotly
Year Founded
2013
HQ Location
Montréal, CA
Twitter
@plotlygraphs
41,405 Twitter followers
LinkedIn® Page
www.linkedin.com
118 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    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 transformatio

    Users
    No information available
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 42% Small-Business
    • 33% Enterprise
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • InetSoft Style Intelligence features and usability ratings that predict user satisfaction
    9.3
    Has the product been a good partner in doing business?
    Average: 8.9
    8.1
    Steps to Answer
    Average: 8.3
    8.1
    Reports Interface
    Average: 8.7
    8.6
    Calculated Fields
    Average: 8.5
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    1996
    HQ Location
    Piscataway, NJ
    Twitter
    @InetSoftTech
    2,043 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    62 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

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 transformatio

Users
No information available
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 42% Small-Business
  • 33% Enterprise
InetSoft Style Intelligence features and usability ratings that predict user satisfaction
9.3
Has the product been a good partner in doing business?
Average: 8.9
8.1
Steps to Answer
Average: 8.3
8.1
Reports Interface
Average: 8.7
8.6
Calculated Fields
Average: 8.5
Seller Details
Year Founded
1996
HQ Location
Piscataway, NJ
Twitter
@InetSoftTech
2,043 Twitter followers
LinkedIn® Page
www.linkedin.com
62 employees on LinkedIn®