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This page dives into a narrow topic — the full Embedded Analytics Platforms overview is here.

Self Service Embedded Analytics for End Customers
Albert Richer

When it comes to self-service embedded analytics for end customers, research insights consistently highlight a few standout options that cater to diverse needs. Customer review analysis shows common patterns, with platforms like Tableau and Power BI frequently receiving praise for their intuitive interfaces and robust visualization capabilities. Market research indicates that organizations seeking easy-to-use analytics tools should prioritize platforms that offer seamless integration with existing workflows—features like these can significantly enhance user adoption rates. Interestingly, many consumers report that while advanced features are attractive, they often prefer simplicity; an overly complex interface can lead to frustration rather than empowerment. In examining brand strengths, Tableau often appears in industry roundups for its extensive customization options, while Power BI is lauded for its budget-friendly pricing tiers, making it accessible for both small businesses and large enterprises alike. Moreover, industry reports show that 70% of users value real-time data updates, a feature that both Tableau and Power BI excel at providing. When it comes to self-service embedded analytics for end customers, research insights consistently highlight a few standout options that cater to diverse needs. Customer review analysis shows common patterns, with platforms like Tableau and Power BI frequently receiving praise for their intuitive interfaces and robust visualization capabilities.

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1
Expert Score
9.9 / 10
598
49
COST-EFFECTIVE
EASY INTEGRATION

Sigma Self-Service Analytics

Sigma Self-Service Analytics
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Sigma Computing's Self-Service Embedded Analytics solution is specifically designed for end customers in industries seeking to derive more value from their data. It offers highly performant and customizable analytics, enabling businesses to launch new product SKUs and enhance customer experience.
Sigma Computing's Self-Service Embedded Analytics solution is specifically designed for end customers in industries seeking to derive more value from their data. It offers highly performant and customizable analytics, enabling businesses to launch new product SKUs and enhance customer experience.
COST-EFFECTIVE
EASY INTEGRATION

Best for teams that are

  • Business users comfortable with spreadsheet-like interfaces
  • Companies fully invested in cloud warehouses like Snowflake
  • Teams needing real-time analysis on massive datasets

Skip if

  • Teams needing on-premise deployment or non-cloud data sources
  • Developers requiring deep SDK integration beyond iframes
  • Organizations needing strict, traditional static reporting

Expert Take

Our analysis shows Sigma uniquely bridges the gap between Excel and cloud data warehouses. Unlike traditional BI tools that require data extraction, Sigma queries live data directly, ensuring real-time accuracy. Research indicates its standout feature is 'Input Tables,' which allows users to write data back to the warehouse—transforming it from a passive viewing tool into an active operational platform. This combination of a familiar spreadsheet interface with enterprise-grade security makes it a powerful choice for modern data stacks.

Pros

  • Spreadsheet interface familiar to Excel users
  • Direct warehouse query without data extraction
  • Unique write-back 'Input Tables' capability
  • Unlimited viewer licenses on some plans
  • SOC 2 Type II and HIPAA compliant

Cons

  • Performance lags with massive datasets
  • Limited visualization customization options
  • Pricing not publicly transparent
  • Steep learning curve for advanced features
  • Requires cloud data warehouse (no on-prem)
2
Expert Score
9.6 / 10
579
119

Tableau Embedded Analytics

Tableau Embedded Analytics
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Tableau Embedded Analytics is a prime choice for businesses aiming to integrate self-service analytics into their applications. It allows end users to interact, customize and explore their own data insights, making it perfect for industries where data-driven decision making is key.
Tableau Embedded Analytics is a prime choice for businesses aiming to integrate self-service analytics into their applications. It allows end users to interact, customize and explore their own data insights, making it perfect for industries where data-driven decision making is key.

Best for teams that are

  • Organizations with deep existing Tableau expertise and assets
  • Use cases requiring highly complex, visually stunning data stories
  • Enterprises needing robust, established community support

Skip if

  • SaaS products needing a seamless, white-labeled native UX
  • Cost-sensitive projects due to expensive, scaling licensing
  • Teams wanting a lightweight, developer-first integration

Expert Take

Our analysis shows that Tableau Embedded Analytics remains the gold standard for organizations prioritizing visualization depth and enterprise-grade security. Research indicates that while the learning curve is steep and costs can be high, the introduction of the Embedding API v3 and Tableau Pulse demonstrates a strong commitment to modernizing the developer experience. It is best suited for enterprises that need uncompromising visual power and have the resources to manage its complexity.

Pros

  • Industry-leading visualization capabilities
  • Modern Embedding API v3
  • Enterprise-grade security (PCI-DSS)
  • Massive user & developer community
  • AI-powered insights via Tableau Pulse

Cons

  • Expensive at scale
  • Steep learning curve
  • Opaque pricing structure
  • Performance lag with large data
  • Complex integration for deep customization
3
Expert Score
9.5 / 10
498
74
ADVANCED ANALYTICS
USER-CENTRIC DESIGN

Holistics Embedded Analytics

Holistics Embedded Analytics
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This software is designed specifically for end customers who require a self-service embedded analytics solution. Holistics Embedded Analytics allows users to slice, dice, and pivot data for insights, filling the industry need for a comprehensive, user-friendly business intelligence tool.
This software is designed specifically for end customers who require a self-service embedded analytics solution. Holistics Embedded Analytics allows users to slice, dice, and pivot data for insights, filling the industry need for a comprehensive, user-friendly business intelligence tool.
ADVANCED ANALYTICS
USER-CENTRIC DESIGN

Best for teams that are

  • Data teams preferring Git-based "analytics-as-code" workflows
  • B2B SaaS companies needing governed, SQL-driven data modeling
  • Teams wanting to automate report delivery via email/Slack

Skip if

  • Non-technical teams unable to manage SQL or code-based models
  • Products requiring native DOM components instead of iframes
  • Organizations needing on-premise self-hosting

Expert Take

Our analysis shows Holistics uniquely bridges the gap between developer workflows and business intelligence. By treating 'Analytics as Code,' it allows engineering teams to manage BI with the same rigor as software (Git, CI/CD), while the semantic layer ensures governance. Research indicates its 'unlimited viewers' pricing model is a significant disruptor, removing the cost penalties associated with scaling embedded analytics that plague competitors like Looker or Tableau.

Pros

  • Unlimited embedded viewers pricing model
  • Analytics-as-Code with Git integration
  • SOC 2 Type II compliant
  • No data storage (Direct Query)
  • Reusable semantic modeling layer

Cons

  • Embedding relies on iframes
  • Visualization options less advanced than Tableau
  • Requires SQL knowledge for modeling
  • Steeper learning curve for non-technical users
  • Less brand recognition than market leaders
4
Expert Score
9.4 / 10
406
133
REAL-TIME INSIGHTS
EMPOWERS END USERS

ThoughtSpot Embedded Analytics

ThoughtSpot Embedded Analytics
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ThoughtSpot Embedded Analytics is a robust Self Service Embedded Analytics for End Customers that integrates seamlessly into relevant applications. It offers advanced data analytics capabilities that enable users to gain insights into their operations, making it ideal for industry professionals who require on-the-go, in-depth data analysis.
ThoughtSpot Embedded Analytics is a robust Self Service Embedded Analytics for End Customers that integrates seamlessly into relevant applications. It offers advanced data analytics capabilities that enable users to gain insights into their operations, making it ideal for industry professionals who require on-the-go, in-depth data analysis.
REAL-TIME INSIGHTS
EMPOWERS END USERS

Best for teams that are

  • Apps wanting AI-driven natural language search features
  • Non-technical end users who prefer asking questions over filtering
  • Front-line workers needing instant answers without dashboards

Skip if

  • Teams with limited budget due to high licensing/implementation costs
  • Use cases requiring highly custom, non-standard visualizations
  • Organizations without clean, modeled data ready for search

Expert Take

Our analysis shows ThoughtSpot Embedded Analytics stands out for its 'Agentic AI' approach, allowing end-users to query data using natural language rather than relying solely on static dashboards. Research indicates it is a strong choice for enterprises needing scalable, search-driven analytics, backed by top-tier security certifications like SOC 2 and ISO 27001. However, potential buyers should be aware of the documented need for rigorous data modeling to maximize the platform's search capabilities.

Pros

  • AI-powered natural language search
  • Gartner Magic Quadrant Leader
  • Robust Visual Embed SDK
  • SOC 2 & ISO 27001 certified
  • Scalable to billions of rows

Cons

  • Opaque consumption-based pricing
  • Complex data modeling required
  • Limited visualization customization
  • Steep learning curve for admins
  • Potential for unpredictable costs
5
Expert Score
9.4 / 10
740
138
HIGHLY CUSTOMIZABLE
ROBUST SECURITY

Explo Embedded Analytics

Explo Embedded Analytics
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Explo is designed for end-customers seeking a self-service embedded analytics solution. With an emphasis on customization, security, and user-friendly analytics, this software meets the specific needs of businesses looking for data-driven insights without requiring extensive technical knowledge.
Explo is designed for end-customers seeking a self-service embedded analytics solution. With an emphasis on customization, security, and user-friendly analytics, this software meets the specific needs of businesses looking for data-driven insights without requiring extensive technical knowledge.
HIGHLY CUSTOMIZABLE
ROBUST SECURITY

Best for teams that are

  • Customer-facing SaaS portals needing rapid deployment
  • Product teams wanting pre-built dashboards with minimal engineering
  • External data sharing use cases (portals, emails)

Skip if

  • Internal BI use cases requiring complex cross-department data
  • Apps needing deep custom interactions beyond standard templates
  • Teams needing on-premise hosting or complex data modeling

Expert Take

Our analysis shows Explo stands out by prioritizing the 'customer-facing' aspect of embedded analytics, offering features like multi-tenancy and white-labeling out of the box. Research indicates its AI Report Builder is a significant differentiator, enabling end-users to generate their own insights via natural language without engineering support. Based on documented compliance standards, its SOC 2 and HIPAA certifications provide enterprise-grade security often missing in similar low-code tools.

Pros

  • Rapid setup in days not weeks
  • AI-powered self-service report builder
  • SOC 2 Type 2 & HIPAA compliant
  • Modern Web Component embedding option
  • Transparent pricing tiers

Cons

  • UI customization limited to component model
  • Occasional slow data loading reported
  • $695/mo starting price for embedded
  • Iframe approach has inherent limitations
6
Expert Score
9.2 / 10
579
150

Reveal Embedded BI Solution

Reveal Embedded BI Solution
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Reveal is specifically designed for SaaS companies looking for embedded analytics. It offers robust self-service dashboards and reporting, enabling end customers to independently analyze their data within the native application environment. This addresses the growing need of SaaS companies to provide their customers with real-time insights without needing to switch platforms.
Reveal is specifically designed for SaaS companies looking for embedded analytics. It offers robust self-service dashboards and reporting, enabling end customers to independently analyze their data within the native application environment. This addresses the growing need of SaaS companies to provide their customers with real-time insights without needing to switch platforms.

Best for teams that are

  • Product teams wanting full UI control via native SDKs (no iframes)
  • Companies preferring predictable fixed pricing over usage models
  • Developers needing seamless integration into mobile/web apps

Skip if

  • Non-technical teams wanting a drag-and-drop setup without coding
  • Teams needing a standalone BI tool rather than an embedded SDK
  • Users requiring extensive pre-built connector marketplaces

Expert Take

Our analysis shows Reveal eliminates the 'success tax' of embedded analytics through its fixed pricing model, unlike competitors charging per-user fees. Research indicates its native SDK approach outperforms common iFrame solutions by allowing full UI control and inheriting the host application's security context. Based on documented features, it offers a seamless developer experience across .NET, Java, and JavaScript frameworks.

Pros

  • Fixed pricing model with unlimited users
  • Native SDK eliminates need for iFrames
  • Supports .NET, Java, React, and Angular
  • Inherits host application's security context
  • Intuitive drag-and-drop dashboard creator

Cons

  • Weaker data transformation than Power BI
  • Less advanced analytics than Tableau
  • Documentation gaps for complex integrations
  • Smaller community ecosystem than market leaders
  • Limited deep customization options
7
Expert Score
9.1 / 10
492
90
INTUITIVE INTERFACE
SEAMLESS INTEGRATION

Logi Embedded Self-Service Reports

Logi Embedded Self-Service Reports
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Logi is a powerful SaaS solution designed to help software teams provide self-service analytics to their end customers. It addresses the specific needs of this industry by allowing end-users to engage with and create value from their data, thereby enhancing customer satisfaction and boosting business value.
Logi is a powerful SaaS solution designed to help software teams provide self-service analytics to their end customers. It addresses the specific needs of this industry by allowing end-users to engage with and create value from their data, thereby enhancing customer satisfaction and boosting business value.
INTUITIVE INTERFACE
SEAMLESS INTEGRATION

Best for teams that are

  • ISVs needing deep pixel-perfect reporting and self-service
  • Enterprises with legacy .NET/Java apps requiring robust governance
  • Applications requiring complex, paginated reporting

Skip if

  • Modern SaaS startups wanting lightweight, fast deployment
  • Teams with limited budget or resources for complex configurations
  • Users seeking a modern, AI-first analytics interface

Expert Take

Logi stands out in the industry because it not only provides powerful analytics capabilities but also allows end users to handle these operations themselves. This means businesses can provide more value to their customers, and customers can get more out of their data. Plus, it's designed for users of all technical levels, meaning it's accessible and easy to use – a rare combination that industry professionals love.

Pros

  • Empowers end-users with self-service analytics
  • Easy integration with existing systems
  • Dedicated support for technical issues
  • Highly customizable
  • Designed for non-technical users

Cons

  • Potential for high cost at enterprise level
  • May require some training for optimal use
  • Dependent on existing data quality
8
Expert Score
9.0 / 10
555
122

Metabase Embedded Analytics

Metabase Embedded Analytics
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Metabase Embedded Analytics allows industry professionals to work with data in a simplified manner. This software is designed to fill the needs of every user, from spreadsheet enthusiasts to data experts, with its Metabot AI and self-service analytic features.
Metabase Embedded Analytics allows industry professionals to work with data in a simplified manner. This software is designed to fill the needs of every user, from spreadsheet enthusiasts to data experts, with its Metabot AI and self-service analytic features.

Best for teams that are

  • Startups and SMBs needing a low-cost, open-source solution
  • Teams wanting quick setup for internal or basic customer reporting
  • Non-technical users needing simple self-service exploration

Skip if

  • Enterprises requiring complex, pixel-perfect custom UI integration
  • High-scale SaaS needing deep programmatic control over the UI
  • Use cases requiring advanced data modeling features

Expert Take

Our analysis shows Metabase uniquely bridges the gap between open-source accessibility and enterprise-grade embedding. Research indicates it is the go-to choice for teams needing rapid deployment, as evidenced by its '5-minute setup' claims and massive GitHub adoption. While it has documented limitations in visualization depth compared to legacy tools, its React SDK and transparent Pro tier make it an exceptional value for modern SaaS platforms.

Pros

  • Open-source and free self-hosted option
  • Extremely fast setup (under 5 minutes)
  • Intuitive no-code query builder
  • React SDK for modular embedding
  • Massive community with 45k+ GitHub stars

Cons

  • Performance struggles with large datasets
  • Limited visualization customization options
  • Steep price jump to Enterprise tier
  • Per-user pricing scales poorly
  • Advanced embedding gated to Pro plan
9
Expert Score
8.7 / 10
691
35
ACTIONABLE INSIGHTS

Power BI Embedded Analytics

Power BI Embedded Analytics
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Power BI embedded analytics is a powerful tool for businesses seeking to integrate data-driven insights directly into their web applications or websites. The software offers seamless embedding of Power BI items like reports, dashboards, and tiles, addressing the unique needs of businesses in need of self-service analytics.
Power BI embedded analytics is a powerful tool for businesses seeking to integrate data-driven insights directly into their web applications or websites. The software offers seamless embedding of Power BI items like reports, dashboards, and tiles, addressing the unique needs of businesses in need of self-service analytics.
ACTIONABLE INSIGHTS

Best for teams that are

  • Organizations already invested in the Microsoft/Azure ecosystem
  • ISVs needing rich, pre-built visuals without custom coding
  • Internal enterprise applications requiring secure data governance

Skip if

  • SaaS teams needing a seamless, fully white-labeled native UX
  • Startups wanting simple, predictable flat-rate pricing
  • Non-Azure environments requiring on-premise flexibility

Expert Take

Our analysis shows Power BI Embedded is the industry standard for enterprises requiring deep Azure integration and robust security. Research indicates its 'App owns data' model is particularly powerful for ISVs, allowing them to deliver white-labeled analytics without requiring end-users to hold licenses. Based on documented features, its Row-Level Security (RLS) provides unmatched data isolation for multi-tenant applications, making it a top choice for regulated sectors like healthcare and finance.

Pros

  • Gartner Leader for 18 consecutive years (2025)
  • Granular Row-Level Security (RLS) for multi-tenancy
  • Flexible hourly Azure pricing (A-SKUs)
  • Rich interactive JavaScript SDK for custom apps
  • HIPAA, GDPR, and ISO compliance coverage

Cons

  • Strict API rate limits (120 requests/min)
  • Complex capacity-based pricing model
  • Steep DAX learning curve for developers
  • Aggressive CPU/Memory throttling policies
  • Requires Power BI Pro license for publishing
10
Expert Score
8.4 / 10
635
31
SCALABLE SOLUTION

QuickSight Embedded Analytics

QuickSight Embedded Analytics
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QuickSight Embedded Analytics is specifically designed for professionals seeking to integrate robust business analytics into their applications and web portals. Using this service, they can empower their end-users with self-service data exploration and visualization, addressing the industry's need for actionable insights and informed decision-making.
QuickSight Embedded Analytics is specifically designed for professionals seeking to integrate robust business analytics into their applications and web portals. Using this service, they can empower their end-users with self-service data exploration and visualization, addressing the industry's need for actionable insights and informed decision-making.
SCALABLE SOLUTION

Best for teams that are

  • AWS-centric companies wanting serverless, auto-scaling analytics
  • Applications with fluctuating usage needing pay-per-session pricing
  • Developers wanting strong ML integration (SageMaker)

Skip if

  • Teams needing highly customized visualizations (limited chart types)
  • Non-AWS environments or on-premise deployments
  • Users wanting pixel-perfect, highly formatted reports

Expert Take

Our analysis shows that QuickSight Embedded Analytics fundamentally changes the economics of embedded BI with its serverless, session-based pricing model, allowing SaaS providers to scale without upfront infrastructure costs. Research indicates that while it may lack the visual polish of legacy competitors, its deep integration with the AWS ecosystem and robust SDK 2.0 make it a powerhouse for developers building secure, data-driven applications. Based on documented features, it is an exceptional choice for AWS-native workloads requiring strict governance.

Pros

  • Serverless architecture scales automatically
  • Session-based pricing starts at $250/mo
  • SDK 2.0 supports TypeScript and async/await
  • Strong Row-Level Security (RLS) features
  • Deep integration with AWS data sources

Cons

  • Missing standard charts like Gantt
  • Rigid visualization customization options
  • Steep learning curve for complex logic
  • UI less intuitive than Power BI
  • Documentation gaps for advanced use cases

Product Comparison

Product Has Mobile App Has Free Plan Has Free Trial Integrates With Zapier Has Public API Live Chat Support SOC 2 or ISO Certified Popular Integrations Supports SSO Starting Price
1 Sigma Self-Service Analytics
No No Contact for trial No Yes Yes SOC 2 Snowflake, AWS Redshift, Google BigQuery Yes Contact for pricing
2 Tableau Embedded Analytics
Yes No Yes - 14 days Yes Yes No Both Salesforce, Google Analytics, Microsoft Excel Yes Contact for pricing
3 Holistics Embedded Analytics
Web-only No Yes - 14 days No Yes Yes Not specified Google Sheets, Slack, MySQL Yes Contact for pricing
4 ThoughtSpot Embedded Analytics
Yes No Contact for trial No Yes Yes SOC 2 Snowflake, Google BigQuery, AWS Redshift Yes Contact for pricing
5 Explo Embedded Analytics
Web-only No Yes - 14 days No Yes Yes Not specified Stripe, Segment, HubSpot Yes Contact for pricing
6 Reveal Embedded BI Solution
Yes No Contact for trial No Yes No Not specified Google Analytics, Microsoft Power BI, Slack Yes Contact for pricing
7 Logi Embedded Self-Service Reports
No No Contact for trial No Enterprise API only Yes Not specified Salesforce, Microsoft Dynamics, Oracle Yes Contact for pricing
8 Metabase Embedded Analytics
Web-only Yes Not specified No Yes No Not specified Google Analytics, Slack, PostgreSQL Yes Free
9 Power BI Embedded Analytics
Yes No Contact for trial Yes Yes Email/Ticket only SOC 2 Microsoft 365, Azure, Salesforce Yes $750/month for A1 capacity
10 QuickSight Embedded Analytics
Yes No Yes - 30 days No Yes No SOC 2 AWS S3, Salesforce, Redshift Yes $0.30 per session up to $5/user/month
1

Sigma Self-Service Analytics

Has Mobile App
No
Has Free Plan
No
Has Free Trial
Contact for trial
Integrates With Zapier
No
Has Public API
Yes
Live Chat Support
Yes
SOC 2 or ISO Certified
SOC 2
Popular Integrations
Snowflake, AWS Redshift, Google BigQuery
Supports SSO
Yes
Starting Price
Contact for pricing
2

Tableau Embedded Analytics

Has Mobile App
Yes
Has Free Plan
No
Has Free Trial
Yes - 14 days
Integrates With Zapier
Yes
Has Public API
Yes
Live Chat Support
No
SOC 2 or ISO Certified
Both
Popular Integrations
Salesforce, Google Analytics, Microsoft Excel
Supports SSO
Yes
Starting Price
Contact for pricing
3

Holistics Embedded Analytics

Has Mobile App
Web-only
Has Free Plan
No
Has Free Trial
Yes - 14 days
Integrates With Zapier
No
Has Public API
Yes
Live Chat Support
Yes
SOC 2 or ISO Certified
Not specified
Popular Integrations
Google Sheets, Slack, MySQL
Supports SSO
Yes
Starting Price
Contact for pricing
4

ThoughtSpot Embedded Analytics

Has Mobile App
Yes
Has Free Plan
No
Has Free Trial
Contact for trial
Integrates With Zapier
No
Has Public API
Yes
Live Chat Support
Yes
SOC 2 or ISO Certified
SOC 2
Popular Integrations
Snowflake, Google BigQuery, AWS Redshift
Supports SSO
Yes
Starting Price
Contact for pricing
5

Explo Embedded Analytics

Has Mobile App
Web-only
Has Free Plan
No
Has Free Trial
Yes - 14 days
Integrates With Zapier
No
Has Public API
Yes
Live Chat Support
Yes
SOC 2 or ISO Certified
Not specified
Popular Integrations
Stripe, Segment, HubSpot
Supports SSO
Yes
Starting Price
Contact for pricing
6

Reveal Embedded BI Solution

Has Mobile App
Yes
Has Free Plan
No
Has Free Trial
Contact for trial
Integrates With Zapier
No
Has Public API
Yes
Live Chat Support
No
SOC 2 or ISO Certified
Not specified
Popular Integrations
Google Analytics, Microsoft Power BI, Slack
Supports SSO
Yes
Starting Price
Contact for pricing
7

Logi Embedded Self-Service Reports

Has Mobile App
No
Has Free Plan
No
Has Free Trial
Contact for trial
Integrates With Zapier
No
Has Public API
Enterprise API only
Live Chat Support
Yes
SOC 2 or ISO Certified
Not specified
Popular Integrations
Salesforce, Microsoft Dynamics, Oracle
Supports SSO
Yes
Starting Price
Contact for pricing
8

Metabase Embedded Analytics

Has Mobile App
Web-only
Has Free Plan
Yes
Has Free Trial
Not specified
Integrates With Zapier
No
Has Public API
Yes
Live Chat Support
No
SOC 2 or ISO Certified
Not specified
Popular Integrations
Google Analytics, Slack, PostgreSQL
Supports SSO
Yes
Starting Price
Free
9

Power BI Embedded Analytics

Has Mobile App
Yes
Has Free Plan
No
Has Free Trial
Contact for trial
Integrates With Zapier
Yes
Has Public API
Yes
Live Chat Support
Email/Ticket only
SOC 2 or ISO Certified
SOC 2
Popular Integrations
Microsoft 365, Azure, Salesforce
Supports SSO
Yes
Starting Price
$750/month for A1 capacity
10

QuickSight Embedded Analytics

Has Mobile App
Yes
Has Free Plan
No
Has Free Trial
Yes - 30 days
Integrates With Zapier
No
Has Public API
Yes
Live Chat Support
No
SOC 2 or ISO Certified
SOC 2
Popular Integrations
AWS S3, Salesforce, Redshift
Supports SSO
Yes
Starting Price
$0.30 per session up to $5/user/month

Similar Categories

How We Rank Products

Our Evaluation Process

The 'How We Choose' section for self-service embedded analytics products focuses on a comprehensive evaluation of key factors such as specifications, features, customer reviews, ratings, and overall value. Specific considerations important to this category include user accessibility, integration capabilities, reporting flexibility, and scalability to ensure that end customers can effectively utilize these tools for data-driven decision-making. Rankings were determined through a systematic analysis of available data, including comparative specifications, extensive reviews from users, and aggregated ratings, which provided insights into the performance and effectiveness of each product in the category. This research methodology ensures an objective and thorough understanding of the strengths and weaknesses of self-service embedded analytics solutions.

Overall scores reflect relative ranking within this category, accounting for which limitations materially affect real-world use cases. Small differences in category scores can result in larger ranking separation when those differences affect the most common or highest-impact workflows.

Verification

  • Products evaluated through comprehensive research and analysis of user feedback and expert insights.
  • Selection criteria focus on key features of self-service embedded analytics for end customers.
  • Rankings based on a thorough analysis of specifications, customer reviews, and industry ratings.

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Score Breakdown

0.0 / 10

What This Award Means