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Developer Tools · head to head

Cortex vs Zoho Analytics

Cortex logo

Cortex

Developer Tools

Internal developer portal that scores service ownership and maturity rather than just cataloguing services

From
On request
Free plan
No
Visit CortexFull review
Zoho Analytics logo

Zoho Analytics

Business Intelligence

Self-service BI and analytics platform

From
Free
Free plan
Yes
Visit Zoho AnalyticsFull review

The short version

  • Zoho Analytics is a self-service business intelligence and analytics platform.
  • Zoho Analytics starts at $24/mo; Cortex prices on request.
  • Only Cortex lists service catalogue; only Zoho Analytics lists AI Assistant.
  • Where Zoho Analytics falls short: the free plan is limited to 2 users, 10,000 rows and 5 workspaces.
  • Prices and features on this page were last checked on 13 November 2026.

Where they differ

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

Attributes where Cortex and Zoho Analytics differ
AttributeCortexZoho Analytics
Starting priceOn requestFree
Pricing modelQuoteSubscription
Free tierNoYes
PlatformsWeb, APIWeb, iOS, Android, Embedded
CategoryDeveloper ToolsBusiness Intelligence

Not yet recorded: founded for Cortex.

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 Cortex

  • Service catalogue
  • Scorecards
  • Initiatives
  • Self-service templates
  • Query language
  • Eng intelligence
  • Integrations layer
  • On-call and ownership mapping

Only in Zoho Analytics

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

What people use each for

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

Cortex

  • A platform team that needs to prove to leadership how far a Kubernetes or framework migration has actually progressed across hundreds of servicesnot Zoho Analytics
  • An organisation where ownership of production services is genuinely unknown after reorganisations or acquisitionsnot Zoho Analytics
  • Enforcing production readiness standards on new services at creation time rather than at incident reviewnot Zoho Analytics
  • Replacing a self-hosted Backstage that is consuming a full-time engineer or two just to stay upgradednot Zoho Analytics

Zoho Analytics

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

Where each one falls short

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

Cortex

  • Pricing is quote only, so a platform team cannot build a business case or compare against the true cost of self-hosted Backstage without entering a sales cycle first
  • The catalogue is only as accurate as the metadata you supply, so an organisation with inconsistent repository conventions spends its first quarter cleaning data before any scorecard means anything
  • Scorecards create political friction: publishing a per-team grade turns an engineering standard into a performance metric, and teams will game the rules rather than fix the underlying issue
  • It is closed source and hosted, so organisations with strict data residency or air-gap requirements have limited options compared with running Backstage themselves
  • Value scales with organisation size, so a company with fifty engineers and thirty services will find the catalogue tells them nothing they did not already know while still paying an enterprise contract

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

Cortex

On request
  • CortexOn request
    • Service catalogue and ownership mapping
    • Scorecards and initiatives
    • Self-service templates

Zoho Analytics

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

Which should you pick?

Choose Cortex if

  • You need service catalogue.
  • You work on Web, API.
  • You also want scorecards.
Cortex review

Choose Zoho Analytics if

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

Questions people ask

Is Cortex or Zoho Analytics better?
Neither clearly leads. Cortex starts at On request and Zoho Analytics at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Cortex or Zoho Analytics?
Zoho Analytics has a free tier; the other does not. Paid plans start at On request for Cortex and Free for Zoho Analytics.
Does Cortex or Zoho Analytics run on more platforms?
Cortex runs on Web, API. Zoho Analytics runs on Web, iOS, Android, Embedded.
Can I use Zoho Analytics for free?
Yes. Zoho Analytics has a free tier, so you can try it without paying. Cortex starts at On request.
What is Cortex best used for?
Cortex is most often used for a platform team that needs to prove to leadership how far a kubernetes or framework migration has actually progressed across hundreds of services, an organisation where ownership of production services is genuinely unknown after reorganisations or acquisitions, enforcing production readiness standards on new services at creation time rather than at incident review, replacing a self-hosted backstage that is consuming a full-time engineer or two just to stay upgraded. Of those, a platform team that needs to prove to leadership how far a kubernetes or framework migration has actually progressed across hundreds of services and an organisation where ownership of production services is genuinely unknown after reorganisations or acquisitions are not what Zoho Analytics is typically brought in for.
What can Cortex do that Zoho Analytics cannot?
Cortex covers Service catalogue, Scorecards, Initiatives, Self-service templates. Zoho Analytics covers AI Assistant, Drag-and-drop Reports, Auto-blending, Embedded Analytics.

Answered from the vendors’ own pages

Cortex: How is Cortex different from Backstage?

Backstage is an open source framework you build and staff. Cortex is a hosted product with scorecards and initiatives out of the box and no platform team required to keep it running.

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
Cortex: Is pricing published?

No. Cortex requires a sales conversation and prepares a custom proposal.

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
Cortex: Can it self-host?

It is offered as a hosted product; on-premise arrangements are handled through sales rather than published.

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
Cortex: What is the main adoption risk?

Bad or missing service metadata. The catalogue and every scorecard on top of it inherit whatever quality your repositories already have.

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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