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Business Intelligence · head to head

Cube vs Zoho Analytics

Cube logo

Cube

Business Intelligence

AI-native analytics platform with semantic layer and governed access

From
Free
Rated
-
Full reviewWebsite
Zoho Analytics logo

Zoho Analytics

Business Intelligence

Self-service BI and analytics platform

From
Free
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: Cube per-developer licensing can be expensive for large analytics teams; Zoho Analytics the free plan is limited to 2 users, 10,000 rows and 5 workspaces
  • They diverge on capability: Cube covers Analytics Chat, Zoho Analytics covers AI Assistant.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which Cube and Zoho Analytics actually diverge.

Attributes where Cube and Zoho Analytics differ
AttributeCubeZoho Analytics
Pricing modelPer-developer seats with volume pricingsubscription
PlatformsCloud, Self-hostedWeb, Mobile, Embedded
FoundedUnknown1996

Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated), category (Business Intelligence).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in Cube

  • Analytics Chat
  • Workbooks
  • Dashboards
  • AI Integrations
  • Core Data APIs
  • Caching and pre-aggregations

Only in Zoho Analytics

  • AI Assistant
  • Drag-and-drop Reports
  • Auto-blending
  • White-labeling
  • Zoho CRM
  • Salesforce
  • Google Analytics
  • QuickBooks

Both cover

  • Embedded Analytics

What people use each for

The jobs each tool is most often brought in to do.

Cube

  • Building governed semantic data models for analyticsnot Zoho Analytics
  • Embedding analytics into customer-facing productsnot Zoho Analytics
  • Enabling natural language data queries for teamsnot Zoho Analytics
  • Creating conversational dashboards with AI assistancenot Zoho Analytics

Zoho Analytics

  • Self-service dashboards and reports over business datanot Cube
  • Blending data from Zoho apps, databases and cloud services into one workspacenot Cube
  • Embedding white-labelled analytics inside another productnot Cube

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

Cube

  • Per-developer licensing can be expensive for large analytics teams
  • Additional cost for Explorer and Viewer roles beyond developers
  • Semantic layer approach requires upfront modeling investment
  • Smaller connector ecosystem than dedicated BI platforms
  • May be overengineered for simple reporting needs

Zoho Analytics

  • The free plan is limited to 2 users, 10,000 rows and 5 workspaces
  • Plans are sold with a minimum user count: Basic starts at 2 users, Standard at 5, Premium at 15 and Enterprise at 50
  • Row capacity is part of the plan, starting at 0.5 million rows on Basic, and additional rows are sold as add-ons
  • Viewer licences are sold in blocks of 25 minimum rather than one at a time
  • Data alerts are capped per plan at 10, 30 and 100 active alerts across the whole account
  • REST API usage is metered in API units per day, from 4,000 per day on the lowest paid tier, with extra units sold separately
  • Logo rebranding and hiding the Powered By Zoho Analytics message on embedded reports are not available on the lower plans
  • Activity logs and cluster analysis are excluded from the lower plans
  • The white label embedded analytics offering has no published price and requires contacting Zoho
  • Local taxes such as VAT and GST are charged on top of the listed prices

Pricing, plan by plan

Cube

Free
  • FreeFree
    • For hobbyists and personal projects
    • Basic data source connection
    • Semantic modeling
  • Starter$40/developer/month
    • Extended agent limits
    • Premium LLMs
    • Unlimited workbooks
  • Premium$80/developer/month
    • All Starter features
    • Embedded dashboards
    • Embedded analytics chat
  • Enterprise$null/custom
    • 99.990% uptime SLA
    • Dedicated single-tenant installation
    • Bring Your Own Cloud

Zoho Analytics

Free
  • FreeFree
    • 2 Users
    • Basic Features
    • 10K Rows
  • Basic$24/month
    • 2 Users
    • 500K Rows
    • Email Support

Which should you pick?

Choose Cube if

  • You need analytics chat.
  • You want to start without paying.
  • You work on Cloud, Self-hosted.
  • You also want workbooks.
Cube review

Choose Zoho Analytics if

  • You need ai assistant.
  • You want to start without paying.
  • You work on Web, Mobile, Embedded.
  • You also want drag-and-drop reports.
Zoho Analytics review

Questions people ask

Is Cube or Zoho Analytics better?
Neither clearly leads. Cube starts at Free and Zoho Analytics at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Cube or Zoho Analytics?
Cube starts at Free and Zoho Analytics at Free.
Does Cube or Zoho Analytics run on more platforms?
Cube runs on Cloud, Self-hosted. Zoho Analytics runs on Web, Mobile, Embedded.
Can I use Cube for free?
Both have a free tier, so you can try either at no cost before committing.
What is Cube best used for?
Cube is most often used for building governed semantic data models for analytics, embedding analytics into customer-facing products, enabling natural language data queries for teams, creating conversational dashboards with ai assistance. Of those, building governed semantic data models for analytics and embedding analytics into customer-facing products are not what Zoho Analytics is typically brought in for.
What can Cube do that Zoho Analytics cannot?
Cube covers Analytics Chat, Workbooks, Dashboards, AI Integrations. Zoho Analytics covers AI Assistant, Drag-and-drop Reports, Auto-blending, White-labeling. Both handle Embedded Analytics.

Answered from the vendors’ own pages

Cube: What is the cost per developer on Cube?

Starter plan costs $40/developer/month. Premium adds embedded analytics at $80/developer/month. Explorer and Viewer roles cost $40 and $20/month respectively.

Source
Zoho Analytics: Is there a free plan available?

Yes, Zoho Analytics offers a permanent free plan with 2 users, 10,000 rows, and 5 workspaces. A 15-day free trial is also available for paid plans, no credit card required.

Source
Cube: What uptime SLAs does Cube offer?

Premium plan offers 99.950% uptime SLA. Enterprise plan provides 99.990% uptime SLA with dedicated support.

Source
Zoho Analytics: Can I cancel my subscription at any time?

Yes, you can upgrade, downgrade, or cancel your subscription at any time. It operates as a month-to-month, pay-as-you-go service with full flexibility.

Source
Cube: Can I use Cube for free?

Yes, the Free plan includes basic data source connection, semantic modeling, workbooks, and dashboards for hobbyists and personal projects.

Source
Zoho Analytics: What is the difference between monthly and yearly billing?

Yearly billing provides a 20% discount compared to monthly rates. Both options are available for all subscription tiers.

Source
Zoho Analytics: How much do additional users and data rows cost beyond what is included in my plan?

Additional users, data rows, and viewers are available as paid add-ons. The page does not specify the exact per-unit cost for these add-ons.

Source
Zoho Analytics: How often can I refresh my data in each tier?

Basic allows 1 refresh per day, Standard and Premium allow 8 per day, and Enterprise allows 24 per day. Dedicated Compute offers custom refresh rates.

Source
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