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Cortex vs dbt

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
dbt logo

dbt

Databases

SQL transformation framework enabling analytics engineers to version, test and deploy models

From
Free
Free plan
Yes
Visit dbtFull review

The short version

  • dbt is a transformation framework.
  • dbt starts at $100/user/mo; Cortex prices on request.
  • Where dbt falls short: free tier severely limited: 3,000 models/month cap and single project maximum restricts team and production use.
  • Prices and features on this page were last checked on 13 November 2026.

Where they differ

Only the attributes on which Cortex and dbt actually diverge.

Attributes where Cortex and dbt differ
AttributeCortexdbt
Starting priceOn requestFree
Pricing modelQuoteSubscription|free
Free tierNoYes
PlatformsWeb, APIWeb, Self-hosted, IDE integration (VS Code, Cursor, Claude Code, Windsurf)
CategoryDeveloper ToolsDatabases

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 dbt

Nothing recorded that Cortex does not also cover.

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 dbt
  • An organisation where ownership of production services is genuinely unknown after reorganisations or acquisitionsnot dbt
  • Enforcing production readiness standards on new services at creation time rather than at incident reviewnot dbt
  • Replacing a self-hosted Backstage that is consuming a full-time engineer or two just to stay upgradednot dbt

dbt

  • Data warehouse transformation and ELT pipelinesnot Cortex
  • Analytics engineering for reporting and business intelligencenot Cortex
  • Data quality testing and validation at scalenot Cortex
  • Cross-functional data collaboration with version controlnot Cortex
  • Cost optimisation of warehouse usage through intelligent schedulingnot 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

dbt

  • Free tier severely limited: 3,000 models/month cap and single project maximum restricts team and production use
  • Starter at $1,200/year per seat: minimum 5-seat team costs $6,000/year baseline; no single-seat or 2-seat paid option
  • Enterprise pricing opaque: 'custom pricing' with no budget range for startups vs. enterprises; requires sales consultation
  • Model volume metering unclear: 'successful models/month' as a limit is ambiguous; unclear if this counts transformation runs, test runs, or deployment attempts

Pricing, plan by plan

Cortex

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

dbt

Free
  • DeveloperFree
    • Browser-based IDE
    • MFA
    • job scheduling
  • Starter$100/user/mo
    • dbt Wizard
    • basic Catalog
    • Semantic Layer
  • EnterpriseOn request
    • Advanced Catalog
    • Semantic Layer
    • dbt Copilot
  • Enterprise+On request
    • All Enterprise features
    • PrivateLink
    • IP restrictions

Which should you pick?

Choose Cortex if

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

Choose dbt if

  • You want to start without paying.
  • You work on Web, Self-hosted, IDE integration (VS Code, Cursor, Claude Code, Windsurf).
dbt review

Questions people ask

Is Cortex or dbt better?
Neither clearly leads. Cortex starts at On request and dbt at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Cortex or dbt?
dbt has a free tier; the other does not. Paid plans start at On request for Cortex and Free for dbt.
Does Cortex or dbt run on more platforms?
Cortex runs on Web, API. dbt runs on Web, Self-hosted, IDE integration (VS Code, Cursor, Claude Code, Windsurf).
Can I use dbt for free?
Yes. dbt 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 dbt is typically brought in for.
What can Cortex do that dbt cannot?
Cortex covers Service catalogue, Scorecards, Initiatives, Self-service templates.

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.

dbt: How much does dbt cost?

dbt Developer is free. dbt Starter is $100/seat/month with a 5-seat minimum (or custom annual billing). Enterprise and Enterprise+ have custom pricing and require contacting sales.

Source
Cortex: Is pricing published?

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

dbt: What is included in the free Developer plan?

The Developer plan is free and includes 1 developer seat, 3,000 successful models/month limit, 1 project, browser-based IDE, MFA, and job scheduling.

Source
Cortex: Can it self-host?

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

dbt: What is the model limit on each plan?

Developer tier allows 3,000 successful models/month. Starter allows 15,000/month. Enterprise and Enterprise+ allow 100,000/month.

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.

dbt: Can I upgrade or downgrade my dbt plan?

Yes. dbt allows you to 'upgrade or downgrade at any time.' Starter plans bill monthly by credit card based on seat count; Enterprise plans are annual invoicing.

Source
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