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Developer Tools · head to head

Sourcegraph vs Zenlytic

Sourcegraph logo

Sourcegraph

Developer Tools

Code search and intelligence platform for large codebases with Cody AI assistant

From
$16000/year
Free plan
No
Visit SourcegraphFull review
Zenlytic logo

Zenlytic

Business Intelligence

Conversational analytics on a governed semantic layer that shows you the SQL it ran

From
On request
Free plan
No
Visit ZenlyticFull review

The short version

  • Sourcegraph is an enterprise code intelligence platform.
  • Sourcegraph starts at $16000/yr; Zenlytic prices on request.
  • Where Sourcegraph falls short: enterprise pricing starting at $16k annually creates significant barrier for small teams.
  • Where Zenlytic falls short: pricing is not published and is negotiated per deal, so small buyers have no benchmark and no leverage.
  • Prices and features on this page were last checked on 13 November 2026.

Where they differ

Only the attributes on which Sourcegraph and Zenlytic actually diverge.

Attributes where Sourcegraph and Zenlytic differ
AttributeSourcegraphZenlytic
Starting price$16000/yearOn request
Pricing modelSubscriptionQuote
PlatformsWeb, Self-hostedWeb
CategoryDeveloper ToolsBusiness Intelligence

Identical on both: free tier (No).

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 Sourcegraph

Nothing recorded that Zenlytic does not also cover.

Only in Zenlytic

  • Zoe conversational agent
  • YAML semantic layer
  • LookML import
  • Row and column permissions
  • Dashboards
  • dbt integration
  • Embedded analytics
  • Query transparency

What people use each for

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

Sourcegraph

  • Large-scale code migrations across hundreds of repositoriesnot Zenlytic
  • Enterprise governance and code ownership trackingnot Zenlytic
  • AI-assisted bug hunting and security pattern detectionnot Zenlytic
  • Onboarding engineers into large unfamiliar codebasesnot Zenlytic
  • Regulatory compliance and code audit trailsnot Zenlytic

Zenlytic

  • A data team of three fielding sixty ad hoc requests a week from operators who could answer them in chat insteadnot Sourcegraph
  • An ecommerce company where merchandisers need cohort and margin questions answered without waiting for an analystnot Sourcegraph
  • A Looker customer looking for an exit that can import existing LookML rather than remodel from scratchnot Sourcegraph
  • A finance team that needs every AI-generated number to show its SQL before it goes in a board packnot Sourcegraph

Where each one falls short

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

Sourcegraph

  • Enterprise pricing starting at $16k annually creates significant barrier for small teams
  • No free tier or standard plan published; all options require custom sales engagement
  • Complex enterprise-only positioning limits adoption compared to GitHub Copilot's pervasiveness
  • Requires indexing entire codebase; not suitable for small or ephemeral projects

Zenlytic

  • Answer quality is bounded by the semantic model, so a team without a maintained dbt project and metric definitions must complete a modelling project before the AI is useful at all
  • It is a small venture-funded company in a category that Snowflake, Databricks and Microsoft are all building into natively, which is a real procurement risk on a multi-year contract
  • Pricing is not published and is negotiated per deal, so small buyers have no benchmark and no leverage
  • The visualisation and dashboard layer is thinner than established BI tools, so teams wanting pixel control over reporting will find it limiting
  • It assumes a cloud data warehouse; organisations with data spread across operational databases and spreadsheets have to consolidate first, which is the expensive part of the project

Pricing, plan by plan

Sourcegraph

$16000/year
  • Enterprise$16,000/yr
    • Scales with team size
    • Credits for AI features per user
    • Deep Search

Zenlytic

On request
  • ZenlyticOn request
    • Annual contract quoted by seats and deployment
    • Semantic layer, dashboards and Zoe included
    • Embedded analytics licensed separately

Which should you pick?

Choose Sourcegraph if

  • You work on Web, Self-hosted.
Sourcegraph review

Choose Zenlytic if

  • You need zoe conversational agent.
  • You also want yaml semantic layer.
Zenlytic review

Questions people ask

Is Sourcegraph or Zenlytic better?
Neither clearly leads. Sourcegraph starts at $16000/year and Zenlytic at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Sourcegraph or Zenlytic?
Sourcegraph starts at $16000/year and Zenlytic at On request.
Does Sourcegraph or Zenlytic run on more platforms?
Sourcegraph runs on Web, Self-hosted. Zenlytic runs on Web.
What is Sourcegraph best used for?
Sourcegraph is most often used for large-scale code migrations across hundreds of repositories, enterprise governance and code ownership tracking, ai-assisted bug hunting and security pattern detection, onboarding engineers into large unfamiliar codebases. Of those, large-scale code migrations across hundreds of repositories and enterprise governance and code ownership tracking are not what Zenlytic is typically brought in for.
What can Sourcegraph do that Zenlytic cannot?
Zenlytic covers Zoe conversational agent, YAML semantic layer, LookML import, Row and column permissions.

Answered from the vendors’ own pages

Zenlytic: Does Zenlytic publish pricing?

No. Contracts are quoted annually based on seats and deployment scope.

Zenlytic: Can it read my Looker model?

Yes, it imports LookML, which is the main reason Looker customers evaluate it.

Zenlytic: Does it write arbitrary SQL against my warehouse?

No. Queries are constrained to the semantic layer, and the generated SQL is shown with every answer.

Zenlytic: Do I need dbt?

Not strictly, but the product is designed around a modelled warehouse and works poorly without one.

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