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Databases · head to head

dbt vs OpsLevel

dbt logo

dbt

Databases

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

From
Free
Free plan
Yes
Visit dbtFull review
OpsLevel logo

OpsLevel

Developer Tools

Internal developer portal that scores service ownership and production readiness

From
On request
Free plan
No
Visit OpsLevelFull review

The short version

  • dbt is a transformation framework.
  • dbt starts at $100/user/mo; OpsLevel 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 dbt and OpsLevel actually diverge.

Attributes where dbt and OpsLevel differ
AttributedbtOpsLevel
Starting priceFreeOn request
Pricing modelSubscription|freeQuote
Free tierYesNo
PlatformsWeb, Self-hosted, IDE integration (VS Code, Cursor, Claude Code, Windsurf)Web
CategoryDatabasesDeveloper Tools

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 dbt

Nothing recorded that OpsLevel does not also cover.

Only in OpsLevel

  • Service catalogue
  • Scorecards and rubric
  • Checks
  • Campaigns
  • Self-service actions
  • Slack and Teams integration
  • Catalogue auto-enrichment
  • Deployment on request

What people use each for

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

dbt

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

OpsLevel

  • A platform team that needs to prove every production service has a named owner and an on-call rota before an auditnot dbt
  • Driving a fleet-wide migration such as a runtime upgrade across 400 services with a deadline and visible progressnot dbt
  • Giving developers a paved road to create a new service from a template without waiting on the platform teamnot dbt
  • An organisation where an incident took an hour to route because nobody could identify the owning teamnot dbt

Where each one falls short

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

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

OpsLevel

  • OpsLevel does not publish prices at all, not even a starting figure, so you cannot size a budget or compare against Backstage's zero licence cost without entering a sales cycle
  • The Standard plan caps at 50 users, which is below the size at which service ownership becomes a real problem, so most genuine buyers land on Enterprise and its unpublished pricing
  • Scores are only as honest as the metadata teams maintain; where ownership records go stale the rubric produces confident numbers about a catalogue that no longer reflects reality, and leadership acts on them
  • It reports on quality rather than producing it, so it can generate friction between platform teams who set the rubric and product teams who see it as a scoreboard imposed on them without extra headcount to fix the findings
  • As a hosted product it needs read access to source control, cloud accounts and observability tooling, which is a meaningful vendor review in regulated environments; on-premises exists but only on the Enterprise tier

Pricing, plan by plan

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

OpsLevel

On request
  • StandardOn request
    • Up to 50 users
    • Unlimited catalogued components
    • Scorecards, campaigns and the global rubric
  • EnterpriseOn request
    • Unlimited users
    • Custom integrations
    • Customisable dashboards

Which should you pick?

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

Choose OpsLevel if

  • You need service catalogue.
  • You also want scorecards and rubric.
OpsLevel review

Questions people ask

Is dbt or OpsLevel better?
Neither clearly leads. dbt starts at Free and OpsLevel at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, dbt or OpsLevel?
dbt has a free tier; the other does not. Paid plans start at Free for dbt and On request for OpsLevel.
Does dbt or OpsLevel run on more platforms?
dbt runs on Web, Self-hosted, IDE integration (VS Code, Cursor, Claude Code, Windsurf). OpsLevel runs on Web.
Can I use dbt for free?
Yes. dbt has a free tier, so you can try it without paying. OpsLevel starts at On request.
What is dbt best used for?
dbt is most often used for data warehouse transformation and elt pipelines, analytics engineering for reporting and business intelligence, data quality testing and validation at scale, cross-functional data collaboration with version control. Of those, data warehouse transformation and elt pipelines and analytics engineering for reporting and business intelligence are not what OpsLevel is typically brought in for.
What can dbt do that OpsLevel cannot?
OpsLevel covers Service catalogue, Scorecards and rubric, Checks, Campaigns.

Answered from the vendors’ own pages

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
OpsLevel: How much does OpsLevel cost?

It does not publish pricing. Billing is per developer using the portal, with volume discounts, and a quote requires a sales conversation.

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
OpsLevel: How does it compare with Backstage?

Backstage has no licence fee but you staff a team to build and run it. OpsLevel is hosted with checks, campaigns and scorecards out of the box, and you pay per developer instead.

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
OpsLevel: Does it require writing catalogue YAML by hand?

No. It auto-discovers and enriches entries from connected systems, though teams still curate ownership and metadata.

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
OpsLevel: Can it run on premises?

Yes, but only on the Enterprise plan.

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