Softwr

Marketing · head to head

Dreamdata vs Lightdash

Dreamdata logo

Dreamdata

Marketing

B2B revenue attribution platform

From
Free
Rated
-
Full reviewWebsite
Lightdash logo

Lightdash

Business Intelligence

Open-source BI for dbt users

From
Free
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: Dreamdata company identification only reaches approximately 80% accuracy even with proprietary IP-to-company resolution; Lightdash requires existing dbt infrastructure, not suitable for teams without data models
  • They diverge on capability: Dreamdata covers Multi-touch attribution, Lightdash covers dbt Integration.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which Dreamdata and Lightdash actually diverge.

Attributes where Dreamdata and Lightdash differ
AttributeDreamdataLightdash
PlatformsWebWeb, Cloud (managed), Self-hosted (on-premise)
CategoryMarketingBusiness Intelligence
Founded20182021

Identical on both: starting price (Free), pricing model (Unknown), free tier (Yes), user rating (Not yet rated).

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 Dreamdata

  • Multi-touch attribution
  • Account-based analytics
  • Pipeline analytics
  • Customer journey mapping
  • Revenue modeling
  • Content attribution
  • Channel performance
  • Data unification

Only in Lightdash

  • dbt Integration
  • Metrics Layer
  • Dashboards
  • Scheduling
  • Version Control
  • dbt
  • BigQuery
  • Snowflake

Both cover

  • Web support

What people use each for

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

Dreamdata

  • B2B attributionnot Lightdash
  • Revenue analyticsnot Lightdash
  • Pipeline forecastingnot Lightdash
  • Marketing ROInot Lightdash

Lightdash

  • Self-service analyticsnot Dreamdata
  • Data explorationnot Dreamdata
  • Ad-hoc reportingnot Dreamdata
  • Collaborative analysisnot Dreamdata
  • Embedded analyticsnot Dreamdata

Where each one falls short

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

Dreamdata

  • Company identification only reaches approximately 80% accuracy even with proprietary IP-to-company resolution
  • Advanced features like custom attribution models require expensive custom pricing tier
  • Steep implementation lift for complex multi-touch attribution setup
  • Free tier limited to 2 months of historical data

Lightdash

  • Requires existing dbt infrastructure, not suitable for teams without data models
  • Enterprise features and AI agents unavailable in open-source MIT-licensed core

Pricing, plan by plan

Dreamdata

Free

No published plan breakdown. See the Dreamdata review.

Lightdash

Free
  • Open SourceFree
    • MIT-licensed core
    • Self-hostable
    • dbt integration
  • Cloud Managed$undefined/mo
    • Managed hosting
    • Premium features
    • AI agent capabilities

Which should you pick?

Choose Dreamdata if

  • You need multi-touch attribution.
  • You want to start without paying.
  • You also want account-based analytics.
Dreamdata review

Choose Lightdash if

  • You need dbt integration.
  • You want to start without paying.
  • You work on Web, Cloud (managed), Self-hosted (on-premise).
  • You also want metrics layer.
Lightdash review

Questions people ask

Is Dreamdata or Lightdash better?
Neither clearly leads. Dreamdata starts at Free and Lightdash at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Dreamdata or Lightdash?
Dreamdata starts at Free and Lightdash at Free.
Does Dreamdata or Lightdash run on more platforms?
Dreamdata runs on Web. Lightdash runs on Web, Cloud (managed), Self-hosted (on-premise).
Can I use Dreamdata for free?
Both have a free tier, so you can try either at no cost before committing.
What is Dreamdata best used for?
Dreamdata is most often used for b2b attribution, revenue analytics, pipeline forecasting, marketing roi. Of those, b2b attribution and revenue analytics are not what Lightdash is typically brought in for.
What can Dreamdata do that Lightdash cannot?
Dreamdata covers Multi-touch attribution, Account-based analytics, Pipeline analytics, Customer journey mapping. Lightdash covers dbt Integration, Metrics Layer, Dashboards, Scheduling. Both handle Web support.

Answered from the vendors’ own pages

Dreamdata: Is there a free tier for Dreamdata?

Yes. Dreamdata offers a free tier with 5 seats, 2 months of history, company identification, and web analytics included.

Source
Lightdash: Is Lightdash free?

Yes. Lightdash is free and open source under the MIT license. Self-hosting is completely free. Managed cloud services and enterprise features require separate licensing.

Source
Dreamdata: What CRM integrations does Dreamdata support?

Dreamdata integrates natively with Salesforce and HubSpot, pulling opportunity and account data to build attribution models.

Source
Lightdash: How does Lightdash integrate with dbt?

Lightdash reads dbt models and metric definitions directly. A team defines metrics once in dbt and reuses them across dashboards, exploration, and AI agents without redefinition.

Source
Dreamdata: Can I build custom attribution models in Dreamdata?

Yes. Custom attribution models are available on the Attribution Advanced plan, which requires contact for custom pricing.

Source
Lightdash: Does Lightdash support SQL queries?

Yes. As a modern BI platform for analysts, Lightdash supports full SQL capabilities alongside dbt model exploration and visual query builders.

Source
Lightdash: What are Lightdash AI agents?

Lightdash AI agents, available on paid plans, allow natural language queries against your data, generating SQL and visualizations automatically from questions.

Source
Lightdash: Can Lightdash be self-hosted?

Yes. Lightdash's MIT-licensed core is completely self-hostable and free. Enterprise features and AI agents ship under separate licensing.

Source
Share

Related pages

More on Dreamdata

More on Lightdash

Keep looking

Other head to heads