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Ranking · Embedded Analytics Platforms

Best Embedded Dashboards for Customer Facing Portals

9 products scored on six criteria. Holistics leads at 8.9 and the field is tight, with 0.2 points between first and last, so read the catches before you pick. Every product opens to the evidence behind its number.

9 products scored6 criteria95 sources citedUpdated Jul 21, 2026
Jump to the ranking How the scores work
1 Holisticsdocs.holistics.io

Holistics charges $800 a month for unlimited viewers

Read the reviewVisit ↗
2 Power BI Embeddedlearn.microsoft.com

Power BI Embedded lets ISVs skip per-user licensing costs

Read the reviewVisit ↗
3 Databricks AI/BIdatabricks.com

Databricks AI/BI drops per-seat fees, caps charts at 10K rows

Read the reviewVisit ↗
9Products
8.7 to 8.9Score spread
0Free plan or tier
01

The ranking

Order follows the score. Six little boxes show each product's criterion scores: green or red is above or below the category average, grey means too few products share that criterion to compare. The full review sits right under each one.

Nothing matches that filter here. Tap All to see every product.

1

Holistics

docs.holistics.io · Holistics Docs Embedded Analytics · scored Dec 2025

Holistics charges $800 a month for unlimited viewers

Best forDeveloper teams wanting Git-based, version-controlled dashboards

From $800 per month SOC 2GDPRGit version control
Top score
Visit Holistics ↗ See the evidence

An embedded analytics platform built on an analytics-as-code model with Git version control.

Standout factEmbedded analytics pricing starts at $800 a month and includes unlimited dashboard viewers.
Biggest catchEmbedding works only through iframes, with no native web component option, limiting pixel-perfect UI integration.
$800/moStarting price, embedded analytics
4.3/5G2 rating
UnlimitedViewer limit

Starting price

$800/mounlimited dashboard viewers included, worker-based pricing

The thing people get wrong

Embedded analytics tools charge per viewer

Holistics charges by worker capacity, not per viewer, so viewer count stays unlimited

Upside

  • Unlimited viewers, not per-seat pricing
  • Git version control for dashboards
  • SOC 2 Type II certified

Catch

  • Iframe-only embedding
  • Requires HTTPS for local development
  • Steeper setup for non-developers
Pick it ifDeveloper teams wanting Git-based, version-controlled dashboards
Skip it ifTeams needing pixel-perfect native embeds, not iframes
PricingEmbedded analytics from $800/mo, unlimited viewers included

Editor's takeHolistics breaks from per-seat pricing with a flat rate covering unlimited viewers, a real advantage at scale. The iframe-only embedding is a documented tradeoff against competitors offering native web components.

Does Holistics charge per viewer?

No. Embedded analytics pricing starts at $800 a month and includes unlimited dashboard viewers, unlike per-seat competitors.

Can Holistics embed without an iframe?

No. Embedding is iframe-based only, with no native web component option, which can limit pixel-perfect UI integration.

The evidence: 6 criteria, 3 penalties (−0.16 points)
8.8
Product Capability & DepthLooked for: We evaluate the robustness of the embedding technology, data modeling capabilities, and the flexibility of the semantic layer for SaaS applications.Holistics offers a robust 'Analytics-as-Code' platform with a strong semantic layer, though it relies on iframe-based embedding rather than native web components.docs.holistics.iodocs.holistics.ioembeddable.com
9.2
Market Credibility & Trust SignalsLooked for: We assess the vendor's reputation, compliance certifications, and public user reviews to gauge reliability and market standing.The company holds SOC 2 Type II certification and maintains a strong reputation with a 4.3/5 star rating on major review platforms.community.holistics.iog2.com
8.9
Usability & Customer ExperienceLooked for: We examine the ease of setup, developer workflows, and the overall experience for both engineers and end-users.Setup is described as 'simple and painless' with strong Git workflows, though local development requires HTTPS configuration which adds friction.holistics.iodocs.holistics.io
9.5
Value, Pricing & TransparencyLooked for: We analyze the pricing model, specifically looking for hidden costs versus transparent, scalable value for embedded use cases.Holistics offers a highly competitive model starting at $800/month that includes unlimited dashboard viewers, avoiding per-user seat costs.holistics.ioholistics.io
9.0
Developer Experience & API QualityLooked for: We evaluate the tools provided for engineering teams, including version control, CI/CD integration, and SDK quality.The platform excels with Git versioning, CI/CD workflow support, and a programmable 'analytics-as-code' approach.docs.holistics.ioholistics.ioholistics.io
9.4
Security, Compliance & Data ProtectionLooked for: We investigate security protocols, authentication methods, and compliance standards critical for embedded analytics.Security is comprehensive with SOC 2 Type II, GDPR compliance, JWT authentication, and enforced Row-Level Security (RLS).docs.holistics.iodocs.holistics.io

Score adjustments−0.16 points in total

−0.07The platform relies on iframe-based embedding, which limits the ability to create a fully native, pixel-perfect UI experience compared to modern web component solutions.embeddable.com · severity 55/100
−0.05Localhost development requires HTTPS setup due to strict Content Security Policy (CSP) rules, creating initial configuration friction for developers.docs.holistics.io · severity 45/100
−0.04The proprietary AMQL (Analytics Model Query Language) and code-centric workflow present a steeper learning curve for non-technical users compared to purely visual builders.holistics.io · severity 30/100
Visit Holistics ↗ Back to the top of the ranking
2

Power BI Embedded

learn.microsoft.com · Power BI Embedded Analytics · scored Dec 2025

Power BI Embedded lets ISVs skip per-user licensing costs

Best forISVs on Azure needing multi-tenant dashboards without per-user Power BI licenses.

From $750 per month Azurerow-level securityAPI access
Visit Power BI Embedded ↗ See the evidence

An Azure-based embedded analytics service for adding interactive Power BI dashboards to apps.

Standout factCapacity can be paused and billed hourly, starting around $750/month for an A1 node.azure.microsoft.com
Biggest catchAPI throttling caps requests at 120 per minute, which can trigger errors under heavy load.rollout.com
$750/moStarting price, A1 nodeazure.microsoft.com
120 req/minAPI rate limitrollout.com

Starting price

$750/moA1 node, hourly billing and pause available

Learning curve

AfternoonWeeks

Steep for non-Microsoft developers, especially DAX and Power Query

Upside

  • Hourly billing with pause option
  • Row-level security isolates tenant data
  • No per-user Power BI licenses needed

Catch

  • Slower with large datasets
  • Steep learning curve off Microsoft stack
  • API throttled at 120 requests/min
Pick it ifISVs on Azure needing multi-tenant dashboards without per-user Power BI licenses.
Skip it ifTeams needing simple white-labeled UI or predictable flat-rate pricing.
PricingFrom $750/mo for A1 capacity, hourly billing available

Editor's takePower BI Embedded fits organizations already built on Azure and Microsoft tools. Its App Owns Data model skips per-user licenses, and Service Principal Profiles scale it to thousands of tenants. Performance can lag on large datasets, and capacity pricing needs planning to avoid cost spikes.

Do end users need a Power BI license?

No. With the App Owns Data model, ISVs embed reports without buying individual Power BI Pro licenses for each report consumer.

How is Power BI Embedded priced?

Azure A SKUs bill hourly and can be paused, starting around $750/month for an A1 node. Costs can rise quickly as capacity needs grow.

The evidence: 6 criteria, 3 penalties (−0.17 points)
9.3
Product Capability & DepthLooked for: We evaluate the breadth of embedding features, including white-labeling, API control, and support for complex data interactions.Power BI Embedded offers deep integration capabilities, allowing developers to embed reports, dashboards, and tiles with full interactivity. It supports 'App Owns Data' scenarios where end-users do not need Power BI licenses, utilizing Service Principals for authentication. Advanced features include custom layout controls, JavaScript API for bi-directional communication, and Service Principal Profiles to manage tens of thousands of customer tenants.learn.microsoft.comlearn.microsoft.comlearn.microsoft.com
9.6
Market Credibility & Trust SignalsLooked for: We assess the vendor's market standing, adoption rates, and reliability as an enterprise-grade solution provider.As a Microsoft product, it holds a dominant market position with massive enterprise adoption. It is backed by the Azure infrastructure, ensuring high availability and compliance with global standards. The service is widely recognized as a leader in BI, with extensive documentation and a vast community ecosystem.gartner.comluzmo.com
8.7
Usability & Customer ExperienceLooked for: We examine the developer experience, ease of implementation, and the learning curve for integrating the analytics.While powerful, the platform has a documented steep learning curve, particularly for those without a background in the Microsoft stack (Azure, DAX, Power Query). Users report that the interface can feel crowded and that achieving seamless design integration with custom apps often requires extensive 'design tweaks'. However, the 'ease of use' for basic report creation remains a strong point for data analysts.g2.comluzmo.com
8.5
Value, Pricing & TransparencyLooked for: We analyze the pricing model, flexibility, and total cost of ownership for different use cases.Pricing is flexible but complex, utilizing Azure 'A' SKUs which allow for hourly billing and pausing—a critical feature for managing costs. However, costs can be unpredictable and 'increase rapidly' as capacity needs grow. There is often confusion between Azure (A) SKUs and Office 365 (EM) SKUs regarding features and billing cycles.azure.microsoft.comwhitepages.bifocal.showdev4side.com
8.8
Scalability & PerformanceLooked for: We assess the system's ability to handle large datasets, concurrent users, and API load.While scalable via capacity tiers (A1-A6), users report performance bottlenecks with large datasets, including slow load times and laggy interactivity. The API enforces strict throttling (e.g., 120 requests/minute), which can trigger errors under heavy load. However, 'Service Principal Profiles' effectively solve the workspace limitation issue for large-scale multi-tenancy.revealbi.iorollout.com
9.4
Security, Compliance & Data ProtectionLooked for: We evaluate features specifically designed for data isolation, multi-tenancy, and regulatory compliance.The platform excels in security with robust Row-Level Security (RLS) that filters data based on user identity within the embed token. It supports Object-Level Security (OLS), Multi-Geo deployment for data residency compliance, and strict tenant isolation using Service Principal Profiles. These features make it highly suitable for secure, multi-tenant SaaS applications.learn.microsoft.comlearn.microsoft.com

Score adjustments−0.17 points in total

−0.07Users consistently report performance degradation, including slow load times and laggy interactivity, when working with large or high-volume datasets.revealbi.io · severity 65/100
−0.06Strict API throttling limits (e.g., 120 requests per minute) can cause 'Threshold limit exceeded' errors for applications with high concurrency.learn.microsoft.com · severity 60/100
−0.04The pricing model is criticized for being complex and unpredictable, with costs that can escalate rapidly as capacity requirements increase.luzmo.com · severity 50/100
Visit Power BI Embedded ↗ Back to the top of the ranking
3

Databricks AI/BI

databricks.com · Databricks AI/BI Dashboards · scored Dec 2025

Databricks AI/BI drops per-seat fees, caps charts at 10K rows

Best forExisting Databricks customers wanting BI without extra per-seat costs

no per-seat feesUnity CatalogAI-assisted BI
−0.1 vs #1
Visit Databricks AI/BI ↗ See the evidence

AI-native BI dashboards built into Databricks, priced on compute instead of per-seat licenses.

Standout factDatabricks AI/BI charges no per-seat license fees, only compute usage via Databricks Units.databricks.com
Biggest catchMost charts render only 10,000 rows on the canvas before data gets truncated.docs.databricks.com
10,000Chart row rendering limitdocs.databricks.com
100,000Table row limitdocs.databricks.com
9.4/10Security scoredatabricks.com

In their words

“There are no additional license fees to use AI/BI. Standard Databricks SQL $DBU rates apply.”

databricks.com

Standout number

10Kmax rows rendered per chart

Source: docs.databricks.com

Upside

  • No per-seat licensing fees
  • AI-assisted natural language authoring
  • Unified governance via Unity Catalog

Catch

  • Charts capped at 10,000 rows
  • Limited chart formatting options
  • Requires data in Unity Catalog
Pick it ifExisting Databricks customers wanting BI without extra per-seat costs
Skip it ifSaaS apps requiring native, non-iframe embedding
PricingNo license fee, pay-as-you-go compute (DBU) pricing

Editor's takeDatabricks AI/BI Dashboards ranks 3 of 9 in embedded dashboards for customer-facing portals with an 8.8 score. Its elimination of per-seat licensing, replaced by compute-based pricing, is the clearest value differentiator. The main technical limit is a 10,000-row rendering cap on most charts, which can truncate large datasets.

How is Databricks AI/BI priced?

There are no per-seat license fees. Customers pay only for compute usage through Databricks Units on a pay-as-you-go basis.

Are there data limits on dashboards?

Yes. Most visualizations render up to 10,000 rows on the canvas, and tables cap at 100,000 rows, which can truncate very large datasets.

The evidence: 6 criteria, 3 penalties (−0.18 points)
8.7
Product Capability & DepthLooked for: We evaluate the breadth of visualization options, AI capabilities, and data processing limits compared to established BI tools.Databricks AI/BI offers AI-assisted dashboard creation and a conversational interface (Genie), supporting standard chart types like bar, line, scatter, and recently added waterfall charts, but imposes strict rendering limits.databricks.comdocs.databricks.comdocs.databricks.com
9.2
Market Credibility & Trust SignalsLooked for: We assess the product's adoption by major enterprises and the reputation of the parent company in the data space.The product is backed by Databricks' massive market presence and is actively used by major enterprises like Comcast, Rivian, and Walgreens for democratized data access.databricks.comdatabricks.com
8.8
Usability & Customer ExperienceLooked for: We examine the ease of use for non-technical users, particularly regarding authoring and customization workflows.AI-assisted authoring significantly lowers the barrier to entry, but users report friction with limited chart formatting and customization compared to dedicated BI tools.databricks.comdatabricks.commedium.com
9.1
Value, Pricing & TransparencyLooked for: We analyze the pricing model, specifically looking for hidden costs or licensing barriers common in the BI industry.Databricks disrupts the market by eliminating per-seat licensing fees entirely, charging only for compute usage via Databricks Units (DBUs).databricks.comdatabricks.comdatabricks.com
8.9
Integrations & Ecosystem StrengthLooked for: We look for seamless integration with the existing data stack and the ability to embed analytics in other applications.It offers native integration with the Databricks platform and supports embedding via iframes, but is designed exclusively for data within the Unity Catalog ecosystem.databricks.comdatabricks.commedium.com
9.4
Security, Compliance & Data ProtectionLooked for: We evaluate how the product handles data governance, access controls, and compliance within an enterprise environment.The product is built directly on Unity Catalog, providing industry-leading unified governance, lineage, and fine-grained access controls across all data assets.databricks.comdatabricks.com

Score adjustments−0.18 points in total

−0.08Most visualizations are strictly limited to rendering 10,000 rows, and tables are limited to 100,000 rows, which causes data truncation issues for larger datasets.docs.databricks.com · severity 60/100
−0.05Users report that chart customization and formatting options are less mature than competitors, lacking 'pixel-perfect' control.medium.com · severity 50/100
−0.05The product is designed exclusively for data within Unity Catalog and does not support importing external files like Excel directly into Genie without conversion.medium.com · severity 45/100
Visit Databricks AI/BI ↗ Back to the top of the ranking
4

Knowi

knowi.com · Knowi Embedded Analytics · scored Dec 2025

Knowi skips ETL for NoSQL, but hides its pricing

Best forTeams using MongoDB or Elasticsearch who want to skip ETL entirely.

Quote only white-labelNoSQLfree trial
−0.1 vs #1
Visit Knowi ↗ See the evidence

An embedded analytics platform that natively queries SQL and NoSQL sources like MongoDB without ETL pipelines.

Standout factKnowi offers native connectors for more than 30 NoSQL databases without centralizing the data first.knowi.com
Biggest catchPricing is not publicly listed and requires a custom annual quote.selecthub.com
30+Native NoSQL connectorsknowi.com

Standout number

30+native NoSQL database connectors

Source: knowi.com

In their words

“Knowi treats SQL and NoSQL sources as equal citizens. It offers native connectors for more than 30 NoSQL databases... without centralising data.”

knowi.com

Upside

  • Native NoSQL support without ETL
  • Full white-label embedding
  • Natural language query support

Catch

  • Steep learning curve for beginners
  • Performance lags on huge datasets
  • Pricing needs a sales quote
Pick it ifTeams using MongoDB or Elasticsearch who want to skip ETL entirely.
Skip it ifOrganizations strictly needing a traditional SQL-based semantic layer.
PricingCustom annual quote, no public pricing tiers

Editor's takeKnowi treats SQL and NoSQL sources as equals, querying MongoDB or Elasticsearch directly. White-labeling covers custom domains, logos, and CSS, with SSO and row-level security for multi-tenant apps. Pricing is not public, and users report a steep learning curve for advanced configuration.

Does Knowi require ETL to connect to MongoDB?

No. Knowi offers native connectors for more than 30 NoSQL databases, including MongoDB and Elasticsearch, and can join data across sources without moving or centralizing it first.

Can Knowi dashboards be white-labeled?

Yes. Knowi supports full white-labeling, including custom domains, logos, and CSS overrides, plus SSO-based embedding and row-level security for multi-tenant applications.

The evidence: 6 criteria, 5 penalties (−0.20 points)
9.2
Product Capability & Depthknowi.comknowi.com
8.8
Market Credibility & Trust Signals
8.7
Usability & Customer ExperienceLooked for: We evaluate the ease of use for both technical developers and non-technical business users.Users appreciate the intuitive interface for basic tasks and NLP features, but report a steep learning curve for advanced configurations and complex UI elements.knowi.comselecthub.comknowi.com
8.5
Value, Pricing & TransparencyLooked for: We analyze pricing models, transparency of costs, and perceived value relative to features.Knowi uses a quote-based annual license model that claims to be 'no-surprise' compared to per-seat competitors, but specific pricing is not publicly transparent.knowi.comknowi.comselecthub.com
9.5
Native NoSQL & Data VirtualizationLooked for: We examine the ability to connect to non-relational databases and virtualize data without ETL processes.Knowi excels here, offering native connectors for MongoDB and Elasticsearch that allow direct querying and joining across sources without moving data.knowi.comknowi.comknowi.com
9.2
Security, Embedding & White LabelingLooked for: We evaluate features specifically for embedding analytics into other products, including customization and security.The platform provides extensive white-labeling options (custom domain, logos), secure SSO embedding, and row-level security for multi-tenant applications.knowi.comembeddable.comknowi.com

Score adjustments−0.20 points in total

−0.05A significant percentage of users report a steep learning curve due to a complex user interface.selecthub.com · severity 50/100
−0.05Users report a steep learning curve for beginners and non-technical users due to interface complexity.research.com · severity 50/100
−0.06Performance issues have been noted when processing very large datasets.selecthub.com · severity 45/100
−0.02Lack of publicly available pricing tiers reduces transparency for prospective buyers.research.com · severity 30/100
Visit Knowi ↗ Back to the top of the ranking
5

ThoughtSpot

thoughtspot.com · ThoughtSpot Embedded Analytics · scored Dec 2025

ThoughtSpot's Essentials plan starts at $1,250 a month

Best forEnterprises wanting AI natural language search embedded for end-users.

From $1,250 per month natural language searchSOC 2HIPAA
−0.1 vs #1
Visit ThoughtSpot ↗ See the evidence

AI-powered, search-driven embedded analytics letting users ask data questions in plain English.

Standout factThoughtSpot is used by 40% of the Fortune 25 companies.itbrief.co.uk
Biggest catchIt lacks advanced chart types like Sankey diagrams or geospatial visuals found in competitors.embeddable.com
40%Fortune 25 using ititbrief.co.uk
$1,250/moStarting pricedatapad.io

Starting price

$1,250/moEssentials plan, billed annually; embedded pricing is quote-based

Standout number

40%of the Fortune 25 use ThoughtSpot

Source: itbrief.co.uk

Upside

  • Natural language search interface
  • Visual Embed SDK for developers
  • ISO 27001, SOC 2, HIPAA certified

Catch

  • Starts at $1,250/mo
  • Requires pristine data modeling
  • Limited chart type variety
Pick it ifEnterprises wanting AI natural language search embedded for end-users.
Skip it ifStartups on tight budgets or apps needing pixel-perfect static reports.
PricingEssentials plan starts at $1,250/mo (annual); embedded pricing needs a quote.

Editor's takeThoughtSpot's search bar lets end-users type plain-English questions and get back charts or tables, no SQL required, which reviewers compare to 'Google for your company's data.' It ships a Visual Embed SDK for React and JavaScript along with a Developer Playground for testing. The tradeoffs are a strict requirement for pristine, pre-modeled data and a narrower set of visualization types than dedicated BI tools like Tableau.

How much does ThoughtSpot Embedded cost?

The Essentials plan starts at $1,250 per month billed annually, per a third-party pricing breakdown. Embedded and enterprise use cases require contacting sales for a custom quote.

Does ThoughtSpot require clean data to work well?

Yes. It generally assumes data is already well-aggregated and joined in the warehouse, and struggles with messy schemas, per user discussion on Reddit.

The evidence: 6 criteria, 3 penalties (−0.18 points)
8.7
Product Capability & DepthLooked for: We evaluate the breadth of analytics features, AI capabilities, and the flexibility of embedding options for SaaS applications.ThoughtSpot excels in AI-driven search and natural language querying but offers fewer visualization types and customization options than competitors like Tableau.thoughtspot.comembeddable.comdocs.thoughtspot.com
9.2
Market Credibility & Trust SignalsLooked for: We assess market presence, analyst recognition, and adoption by major enterprises to gauge long-term viability.ThoughtSpot is a recognized Leader in the Gartner Magic Quadrant and is used by 40% of the Fortune 25, demonstrating immense market trust.thoughtspot.comreadycontacts.comitbrief.co.uk
8.9
Usability & Customer ExperienceLooked for: We look for ease of use for end-users versus the complexity of setup and maintenance for technical teams.End-users benefit from an intuitive 'Google-like' search interface, but technical teams face a steep learning curve for data modeling and setup.thoughtspot.comreddit.comreddit.com
8.5
Value, Pricing & TransparencyLooked for: We analyze pricing structures, transparency of costs, and accessibility for different business sizes.ThoughtSpot has a high entry cost with opaque enterprise pricing, making it less accessible for startups compared to competitors.thoughtspot.comdatapad.iousedatabrain.com
9.0
Developer Experience & API QualityLooked for: We evaluate the quality of SDKs, documentation, and tools available for developers integrating the product.The Visual Embed SDK and Developer Playground provide a strong foundation for integration, though deep UI customization has some limitations.docs.thoughtspot.comdocs.thoughtspot.comembeddable.com
9.4
Security, Compliance & Data ProtectionLooked for: We examine the product's adherence to industry security standards, certifications, and data protection features.ThoughtSpot maintains top-tier security certifications including ISO 27001, SOC 2 Type II, and HIPAA attestation, ensuring enterprise-grade protection.thoughtspot.comtrustshare.thoughtspot.comthoughtspot.com

Score adjustments−0.18 points in total

−0.05High entry cost ($1,250/mo) and opaque enterprise pricing create barriers for smaller teams and difficulty in budgeting.datapad.io · severity 65/100
−0.06Requires pristine data modeling; the system struggles with complex or messy schemas, demanding significant technical setup.reddit.com · severity 60/100
−0.07Visualization options are limited compared to market leaders, lacking advanced chart types like Sankey or geospatial visuals.embeddable.com · severity 50/100
Visit ThoughtSpot ↗ Back to the top of the ranking
6

Astrato

astrato.io · Astrato Embedded Analytics · scored Dec 2025

Astrato writes back to Snowflake, starts at $12

Best forSnowflake and Databricks users wanting live-query analytics without data movement.

From $12 per month embedded analyticsSnowflake integrationzero-copy architecture
−0.2 vs #1
Visit Astrato ↗ See the evidence

Cloud-native embedded analytics with a zero-copy live-query engine and native writeback to Snowflake and Databricks, from $12 a month.

Standout factAstrato claims a 50 to 75 percent cost saving over Qlik for comparable embedded analytics use cases.astrato.io
Biggest catchAstrato does not support legacy on-premise data sources like SQL Server, limiting it to modern cloud warehouses.g2.com
$12/moStarting priceastrato.io
50-75%Claimed savings vs. Qlikastrato.io

Starting price

$12/moTeam Starter plan, consumption-based credits available

Compliance

✓ ISO 27001✓ SOC 2 Type II✓ HIPAA

Source: astrato.io

Upside

  • Live-query engine skips data extracts
  • Native writeback to Snowflake, Databricks
  • Zero-copy architecture, data stays put

Catch

  • No legacy on-prem database support
  • Smaller review base than market leaders
  • Performance lags on massive datasets
Pick it ifSnowflake and Databricks users wanting live-query analytics without data movement.
Skip it ifTeams without a supported cloud data warehouse or needing legacy on-prem sources.
PricingFrom $12/mo, consumption-based credits available

Editor's takeAstrato's zero-copy, live-query approach means dashboards never touch a stale extract, and writeback lets users update Snowflake or trigger Snowpark Python jobs directly from a chart, a meaningfully different model than legacy BI tools. Pricing backs that up too, starting at $12 a month against Qlik-level costs the company claims to undercut by half. The catch: it only speaks to modern cloud warehouses, so legacy SQL Server shops need not apply.

What is Astrato's writeback feature?

It lets users update data, adjust budgets, or trigger workflows (including Python jobs via Snowpark) directly from inside a dashboard, turning static reports into two-way applications connected to Snowflake or Databricks.

Does Astrato work with on-premise databases?

No. It is built for modern cloud data warehouses like Snowflake, BigQuery and Databricks, and does not support legacy on-premise sources such as SQL Server.

The evidence: 6 criteria, 3 penalties (−0.20 points)
8.8
Product Capability & DepthLooked for: We evaluate the breadth of analytics features, including data visualization, reporting, and the ability to handle complex data workflows without moving data.Astrato provides a cloud-native live-query engine that connects directly to warehouses like Snowflake and Databricks without data extracts, featuring unique writeback capabilities that allow users to update data directly from dashboards.astrato.ioastrato.iog2.com
8.7
Market Credibility & Trust SignalsLooked for: We look for industry certifications, verified user reviews, and partnerships that demonstrate the product is enterprise-ready and trusted by the market.Astrato holds top-tier security certifications including ISO 27001 and SOC 2 Type II and is a verified Snowflake Partner, though it has a significantly smaller volume of public reviews compared to legacy market leaders.astrato.ioastrato.iog2.com
9.0
Usability & Customer ExperienceLooked for: We assess the ease of use for non-technical users, the quality of the interface, and the responsiveness of customer support.Users consistently praise the no-code, drag-and-drop interface and report that customer support is highly responsive and helpful in overcoming the initial learning curve.astrato.iog2.comg2.com
9.3
Value, Pricing & TransparencyLooked for: We evaluate pricing transparency, entry costs, and the flexibility of licensing models for scaling businesses.Astrato offers highly transparent and competitive pricing starting at just $12/month, with flexible consumption-based models that avoid the high per-user costs of legacy BI tools.astrato.ioastrato.ioastrato.io
8.9
Security, Compliance & Data ProtectionLooked for: We look for the depth and quality of integrations with modern data stacks and the ability to leverage underlying platform features.The platform offers deep, native integrations with the modern data stack (Snowflake, Databricks, BigQuery) including support for advanced features like Snowflake Cortex and Snowpark.astrato.ioastrato.ioastrato.io
9.1
Scalability & Performance

Score adjustments−0.20 points in total

−0.08Some users have noted performance impacts when handling very large datasets or complex visualizations.g2.com · severity 60/100
−0.07Astrato does not support legacy on-premise data sources like SQL Server, limiting its use to modern cloud data warehouses.g2.com · severity 50/100
−0.05Users have reported a lack of offline functionality and limitations in simultaneous dashboard collaboration.g2.com · severity 45/100
Visit Astrato ↗ Back to the top of the ranking
7

AWS QuickSight

aws.amazon.com · AWS QuickSight Embedding · scored Dec 2025

QuickSight embedding has no semantic data modeling layer.

Best forAWS-native teams wanting serverless, auto-scaling embedded dashboards.

Quote only FedRAMPHIPAAno semantic layer
−0.2 vs #1
Visit AWS QuickSight ↗ See the evidence

Serverless embedded analytics from AWS, priced per session, with FedRAMP and HIPAA certification.

Standout factQuickSight powers millions of dashboard views weekly, and Docebo uses it to serve more than 4,000 customers.youtube.com
Biggest catchQuickSight has no real data model, forcing users into flat, unjoined tables instead of relational modeling like Power BI.reddit.com
$5/moUser pricing capreddit.com
4,000+Docebo customers servedyoutube.com
FedRAMP, HIPAA, PCI DSS, ISOCompliance certificationsdocs.aws.amazon.com

Compliance

✓ FedRAMP✓ HIPAA✓ PCI DSS✓ ISO 27001

Source: docs.aws.amazon.com

The thing people get wrong

QuickSight lets you build relational data models like Power BI

QuickSight has no real data model, typically forcing flat, unjoined tables

Source: reddit.com

Upside

  • Serverless, auto-scaling architecture
  • Pay-per-session pricing model
  • FedRAMP and HIPAA certified

Catch

  • No semantic data modeling layer
  • Clunky authoring interface
  • No local dev environment
Pick it ifAWS-native teams wanting serverless, auto-scaling embedded dashboards.
Skip it ifTeams needing deep semantic data modeling like Power BI.
PricingUsage-based (pay-per-session), user pricing capped at $5/mo

Editor's takeQuickSight embedding runs on AWS's serverless infrastructure, so it scales automatically without server management, and capacity pricing lets teams buy reader sessions in bulk instead of licensing individual users. Security inherits AWS's certifications directly, including FedRAMP, HIPAA, PCI DSS, and several ISO standards. QuickSight has no real relational data model, pushing users toward flat, unjoined tables, and reviewers describe the authoring interface as clunky compared to Power BI.

How is AWS QuickSight embedding priced?

Usage-based. AWS offers capacity pricing for bulk reader sessions, and user-based pricing is capped at $5 a month per user regardless of usage, according to community pricing discussions.

Does QuickSight support data relationships like Power BI?

Not really. Reddit's BusinessIntelligence community notes QuickSight has no real data model, so users typically work with large flat tables rather than joined relational data.

The evidence: 6 criteria, 3 penalties (−0.18 points)
8.7
Product Capability & DepthLooked for: We evaluate the breadth of analytics features, embedding options, and visualization capabilities available for integration.AWS QuickSight offers robust embedding options including 1-click embedding for no-code integration and a JavaScript SDK (v2.0) for deep application control. It features the SPICE in-memory engine for performance, Generative BI (Amazon Q) for natural language queries, and recently added support for pixel-perfect reporting and threshold alerts within embedded views.aws.amazon.comaws.amazon.comaws.amazon.com
9.4
Market Credibility & Trust SignalsLooked for: We assess the vendor's stability, market adoption, and reliability for enterprise-grade deployments.As a native AWS service, QuickSight benefits from immense infrastructure reliability and is used by major enterprises like Docebo and aCommerce. It powers millions of dashboard views weekly and is backed by Amazon's massive ecosystem, ensuring long-term stability and continuous feature updates.g2.comyoutube.com
8.5
Usability & Customer ExperienceLooked for: We examine the ease of use for both developers implementing the embed and end-users interacting with dashboards.While 1-click embedding simplifies the initial setup, users report that the dashboard authoring interface can be clunky and lacks the intuitive formatting flexibility of competitors. The learning curve for advanced features and the lack of a semantic layer can frustrate power users accustomed to other BI tools.docs.aws.amazon.comyurbi.comreddit.com
8.8
Value, Pricing & TransparencyLooked for: We analyze the pricing model's flexibility, transparency, and cost-effectiveness for embedded use cases.QuickSight offers a competitive usage-based pricing model (pay-per-session) which is often more cost-effective than server-based licensing for sporadic usage. However, high-traffic public embedding can become expensive compared to capacity-based alternatives if not carefully managed.aws.amazon.comaws.amazon.comreddit.com
8.6
Developer Experience & API QualityLooked for: We assess the quality of SDKs, APIs, and tools available for developers integrating the product.The Embedding SDK 2.0 and Asset Bundle APIs have significantly improved the developer experience by enabling better event handling and CI/CD workflows. However, the lack of a local development environment and the complexity of managing assets across accounts remain minor friction points.docs.aws.amazon.comaws.amazon.com
9.6
Security, Compliance & Data ProtectionLooked for: We evaluate the product's adherence to industry security standards, data isolation, and compliance certifications.QuickSight inherits AWS's industry-leading security posture, supporting Row-Level Security (RLS), Column-Level Security (CLS), and private VPC connectivity. It holds major certifications including FedRAMP, HIPAA, PCI DSS, and SOC, making it suitable for highly regulated industries.aws.amazon.comdocs.aws.amazon.comdocs.aws.amazon.com

Score adjustments−0.18 points in total

−0.08QuickSight lacks a semantic data model layer, forcing users to flatten data into single tables rather than defining relationships, which limits complex modeling capabilities compared to competitors.reddit.com · severity 60/100
−0.05Users consistently report that the dashboard authoring UI can be clunky and lacks advanced formatting options, making it difficult to achieve specific visual designs.yurbi.com · severity 50/100
−0.05Certain features available in the console, such as Data Stories and Executive Summaries, are not available in embedded dashboard views.community.amazonquicksight.com · severity 40/100
Visit AWS QuickSight ↗ Back to the top of the ranking
8

Clearsquare

clearsquare.co · Clearsquare White Label Dashboard · scored Dec 2025

Clearsquare wraps Domo dashboards in white-label client portals.

Best forDomo users needing a fast, branded client portal without custom engineering.

Quote only Domo add-onpasswordless loginno-code portal
−0.2 vs #1
Visit Clearsquare ↗ See the evidence

A white-label portal that turns internal Domo dashboards into secure customer-facing analytics products with passwordless login.

Standout factOne client, the Together platform, reported saving $65,000 a year using Clearsquare Architect.clearsquare.co
Biggest catchPricing is not published, and Clearsquare typically bills through a time-and-materials model.clearsquare.co
$65,000/yrReported client savingsclearsquare.co
Time and materialsPricing modelclearsquare.co

In their words

“Together saved 65K annually with Clearsquare Architect.”

clearsquare.co

The thing people get wrong

White-label portals need custom engineering to launch

Clearsquare Host shares dashboards with a no-code interface, no line of code required

Source: clearsquare.co

Upside

  • Passwordless magic-link login for users
  • No-code setup for dashboard sharing
  • Server-side filtering secures data access

Catch

  • Pricing not published publicly
  • Depends entirely on Domo platform
  • Limited third-party review coverage
Pick it ifDomo users needing a fast, branded client portal without custom engineering.
Skip it ifTeams outside the Domo ecosystem or wanting full control over embed code.
PricingCustom quote, billed time-and-materials

Editor's takeClearsquare Host solves a specific problem: turning internal Domo dashboards into a branded portal for outside users. Server-side filtering authenticates against Domo before applying data rules, a stronger security model than simple client-side hiding. The catch is total dependency on Domo and a consulting-style pricing model instead of published SaaS tiers.

Does Clearsquare work without Domo?

No. Clearsquare Host is built specifically to embed and white-label Domo dashboards through the Domo Everywhere framework. It is not a platform-agnostic embedding tool.

How does Clearsquare handle data security?

It uses programmatic server-side filtering. The hosting environment authenticates against Domo and determines what filters to apply, so users only see data permitted by their company, role, or other assigned values.

The evidence: 6 criteria, 3 penalties (−0.15 points)
8.9
Product Capability & DepthLooked for: We evaluate the depth of white-labeling features, customization options, and the ability to deliver seamless embedded analytics without heavy engineering.Clearsquare Host provides a fully white-labeled portal solution specifically designed to embed Domo dashboards with extensive customization including domains, logos, and colors.clearsquare.coclearsquare.coclearsquare.co
8.8
Market Credibility & Trust SignalsLooked for: We look for partnership status, documented case studies, and evidence of successful enterprise deployments.Clearsquare is a top-tier Domo consulting partner with documented success stories, such as the 'Together' platform case study, though public third-party software reviews are limited compared to broader SaaS tools.clearsquare.coclearsquare.co
9.1
Usability & Customer ExperienceLooked for: We assess the ease of setup for administrators and the login experience for end-users.The platform excels in UX by offering a no-code setup for dashboards and a passwordless 'magic link' login experience for end-users.clearsquare.coclearsquare.coclearsquare.co
8.2
Value, Pricing & TransparencyLooked for: We look for clear, public pricing structures and demonstrated ROI for buyers.While the solution demonstrates high ROI (e.g., $65k savings), pricing is not publicly transparent and often follows a 'time and materials' consulting model rather than a fixed SaaS subscription.clearsquare.coclearsquare.coclearsquare.co
8.8
Integrations & Ecosystem StrengthLooked for: We look for the depth of integration with major BI platforms and data warehouses.The product is deeply integrated with the Domo ecosystem, leveraging 'Domo Everywhere' capabilities to unify customer data across platforms.clearsquare.coclearsquare.coyoutube.com
9.2
Security, Compliance & Data ProtectionLooked for: We evaluate how the platform handles data access, filtering, and authentication security.Clearsquare employs robust server-side filtering to ensure data security, authenticating against the host platform to programmatically control data access.clearsquare.codocs.clearsquare.coclearsquare.co

Score adjustments−0.15 points in total

−0.04Pricing is not publicly listed as a fixed SaaS subscription; the company emphasizes a 'time and materials' model for projects, reducing transparency for software-only buyers.clearsquare.co · severity 60/100
−0.05The product is heavily dependent on the Domo ecosystem (Domo Everywhere), limiting its utility for businesses using other BI stacks exclusively.youtube.com · severity 50/100
−0.06The server-based filtering option, while secure, is documented by the vendor to carry 'higher technical debt' compared to simpler embedding methods.docs.clearsquare.co · severity 45/100
Visit Clearsquare ↗ Back to the top of the ranking
9

XeoMatrix

xeomatrix.com · XeoMatrix Embedded Analytics · scored Dec 2025

XeoMatrix skips iFrames, still needs Tableau licenses

Best forOrganizations using Tableau that need expert help deploying embedded portals

From $5,000 one-time Tableau Gold Partnerno iFramesenterprise
−0.2 vs #1
Visit XeoMatrix ↗ See the evidence

Tableau Gold Partner service embedding dashboards into apps without iFrames, live in as little as 3 months.

Standout factClients have launched embedded portals to customers in as little as 3 monthsxeomatrix.com
Biggest catchRequires separate Tableau licensing, which can be cost-prohibitive at scale.holistics.io
3 monthsFastest launchxeomatrix.com
7,000+Professionals trainedxeomatrix.com
$5,000Training pricexeomatrix.com

In their words

“No iFrames. Deploy a seamless embedded solution that provides a fully responsive design.”

xeomatrix.com

Standout number

3 monthsfastest documented client launch time

Source: xeomatrix.com

Upside

  • No iFrames, feels native to the app
  • Launches in as little as 3 months
  • Tableau Gold Partner expertise

Catch

  • Requires separate Tableau licensing
  • Not a standalone SaaS product
  • Implementation pricing stays opaque
Pick it ifOrganizations using Tableau that need expert help deploying embedded portals
Skip it ifBusinesses not already invested in or willing to buy Tableau licensing
PricingProject-based pricing, training from $5,000

Editor's takeXeoMatrix embeds Tableau dashboards through its own Launchpad framework instead of iFrames, giving a native feel inside host applications. As a Tableau Gold Partner with 20 years of experience, it has launched client portals in as little as 3 months. The catch is that end users still need Tableau Viewer or Explorer licenses, which get expensive at scale.

Do I still need a Tableau license?

Yes. XeoMatrix builds the embedded experience, but end-user access still requires Tableau Viewer or Explorer licensing.

How fast can a project launch?

One documented client case went from concept to a live, customer-facing embedded solution in three months.

The evidence: 6 criteria, 2 penalties (−0.12 points)
8.8
Product Capability & DepthLooked for: We evaluate the solution's ability to embed complex analytics seamlessly into applications without technical limitations like iFrames.XeoMatrix offers a proprietary 'Launchpad' framework that embeds Tableau dashboards using the Embedding API rather than iFrames, enabling fully responsive, white-labeled portals with row-level security and self-service reporting capabilities.xeomatrix.comxeomatrix.comxeomatrix.com
9.2
Market Credibility & Trust SignalsLooked for: We look for verified partnerships, industry recognition, and documented success stories with enterprise clients.XeoMatrix is a Tableau Gold Partner with over 20 years of analytics leadership, featuring a team of Tableau Ambassadors and Visionaries, and holds verified client success stories with brands like TOMS and Field Agent.xeomatrix.comxeomatrix.com
8.9
Usability & Customer ExperienceLooked for: We assess the ease of integration for developers and the seamlessness of the end-user viewing experience.The solution prioritizes a 'seamless' user experience by eliminating scrollbars and disjointed interfaces common with iFrames, and clients report that the team integrates so well they feel like internal staff.xeomatrix.comxeomatrix.comxeomatrix.com
8.0
Value, Pricing & TransparencyLooked for: We evaluate public pricing availability and the total cost of ownership relative to market alternatives.Pricing for the embedded solution is not public; while training costs are transparent ($5k+), the embedded model relies on Tableau licensing which can be expensive for large-scale external deployments.xeomatrix.comxeomatrix.comholistics.io
9.0
Deployment Speed & Framework EfficiencyLooked for: We measure the speed at which a client can go from concept to a live, customer-facing embedded analytics product.XeoMatrix leverages its pre-built 'Launchpad' framework to drastically reduce development time, with documented cases of clients launching full embedded solutions in as little as three months.xeomatrix.comtableau.com
8.8
Security & Architecture StandardsLooked for: We examine the solution's data governance, authentication methods, and architectural security compliance.The solution supports 'Medallion-style' data architectures and integrates row-level security (RLS) with existing authentication providers, ensuring data is secure and only accessible to authorized users.xeomatrix.comxeomatrix.comxeomatrix.com

Score adjustments−0.12 points in total

−0.05High Total Cost of Ownership (TCO) due to dependency on Tableau licensing. Unlike standalone embedded SaaS tools, this solution requires purchasing Tableau Viewer/Explorer licenses for end-users, which can be cost-prohibitive for large external deployments.holistics.io · severity 70/100
−0.07Dependency on Tableau's underlying architecture limits native multi-tenancy capabilities. Research indicates that multi-tenancy is often an 'afterthought' in Tableau, requiring workarounds that XeoMatrix's framework must compensate for.qrvey.com · severity 55/100
Visit XeoMatrix ↗ Back to the top of the ranking
02

Side by side

10 features across 9 products. Green is yes, red is no, grey is not published.

FeatureHolisticsPower BI EmbeddedDatabricks AI/BIKnowiThoughtSpotAstratoAWS QuickSightClearsquareXeoMatrix
Has Mobile App Web-only ✓ Web-only Web-only Web-only Web-only ✓ Web-only Web-only
Has Free Plan ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗
Has Free Trial ✓ Contact for trial Contact for trial ✓ Contact for trial Contact for trial Contact for trial Contact for trial Contact for trial
Integrates With Zapier ✗ ✓ ✗ ✓ ✗ ✗ ✗ ✗ ✗
Has Public API ✓ ✓ ✓ ✓ ✓ ✓ ✓ Enterprise API only Enterprise API only
Live Chat Support ✓ ✓ ✗ ✓ ✓ Email/Ticket only ✗ Email/Ticket only Email/Ticket only
SOC 2 or ISO Certified — ✓ ✓ — ✓ — ✓ — —
Popular Integrations Slack, Google Sheets, MySQL Azure, Microsoft 365, Salesforce Azure, AWS, Google Cloud MongoDB, Elasticsearch, AWS Snowflake, Google BigQuery, AWS Snowflake, Google BigQuery, AWS AWS, Salesforce, Redshift Custom integrations only Tableau, Salesforce, AWS
Supports SSO ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Starting Price $800 per month $750 per month Enterprise pricing available Contact for pricing $1,250 per month $12 per month Contact for pricing Contact for pricing $5,000 one-time
03

How we chose

Four fixed criteria for every product, plus two chosen for Embedded Dashboards for Customer Facing Portals, weighted and reduced by documented penalties.

Full methodology
Criteria set for this categoryProduct Capability & Depth, Market Credibility & Trust Signals, Usability & Customer Experience, Value, Pricing & Transparency, Security, Compliance & Data Protection, Developer Experience & API Quality
Evidence, then a scoreDocumentation, pricing pages, security pages and third-party reviews. Each criterion records what was found and links its sources.
Penalties, then a rankDocumented problems pull the score down with their evidence attached. Rank follows the score. Sponsored rows, where present, are labelled.
iThe evaluation of embedded dashboards for customer-facing portals focused on key factors such as specifications, features, customer reviews, and ratings, ensuring a comprehensive analysis of each product's capabilities.
Albert Richer
Albert RicherFounder · Memphis, TN

Sets the criteria and reviews the evidence before a ranking publishes. Email him if something here looks wrong.

04

Questions people ask

Does Holistics charge per viewer?

No. Embedded analytics pricing starts at $800 a month and includes unlimited dashboard viewers, unlike per-seat competitors.

Can Holistics embed without an iframe?

No. Embedding is iframe-based only, with no native web component option, which can limit pixel-perfect UI integration.

Do end users need a Power BI license?

No. With the App Owns Data model, ISVs embed reports without buying individual Power BI Pro licenses for each report consumer.

How is Power BI Embedded priced?

Azure A SKUs bill hourly and can be paused, starting around $750/month for an A1 node. Costs can rise quickly as capacity needs grow.

How is Databricks AI/BI priced?

There are no per-seat license fees. Customers pay only for compute usage through Databricks Units on a pay-as-you-go basis.

Are there data limits on dashboards?

Yes. Most visualizations render up to 10,000 rows on the canvas, and tables cap at 100,000 rows, which can truncate very large datasets.

Does Knowi require ETL to connect to MongoDB?

No. Knowi offers native connectors for more than 30 NoSQL databases, including MongoDB and Elasticsearch, and can join data across sources without moving or centralizing it first.

Can Knowi dashboards be white-labeled?

Yes. Knowi supports full white-labeling, including custom domains, logos, and CSS overrides, plus SSO-based embedding and row-level security for multi-tenant applications.

How is the best Embedded Dashboards for Customer Facing Portals decided?

Every product is scored on six criteria for this category, with cited evidence and documented penalties. Rank follows the overall score. Vendors cannot pay for a position.

How often is this ranking updated?

Products are re-scored when pricing, features or evidence change. This ranking was last updated July 21, 2026.

05

More in Embedded Analytics Platforms

3 related rankings.

All of Embedded Analytics
Embedded Analytics Platforms for SaaS Products10 productsEmbedded Reporting Tools for B2B Applications7 productsSelf Service Embedded Analytics for End Customers10 products
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