Business Intelligence · head to head
Lightdash vs Marketing Evolution

Marketing Evolution
Marketing
Advanced marketing analytics and attribution modeling
- From
- $5000/month
- Rated
- -
The short version
- Only Lightdash has a free tier, so it costs nothing to try first.
- Each has a real cost: Lightdash requires existing dbt infrastructure, not suitable for teams without data models; Marketing Evolution pricing not published on vendor website; enterprise data infrastructure platform requires custom quote
- They diverge on capability: Lightdash covers dbt Integration, Marketing Evolution covers Multi-touch attribution.
- Prices and features above were last checked on 30 August 2026.
Where they differ
Only the attributes on which Lightdash and Marketing Evolution actually diverge.
| Attribute | Lightdash | Marketing Evolution |
|---|---|---|
| Starting price | Free | $5000/month |
| Pricing model | Unknown | subscription |
| Free tier | Yes | No |
| Platforms | Web, Cloud (managed), Self-hosted (on-premise) | Web, Api, Analytics |
| Category | Business Intelligence | Marketing |
| Founded | 2021 | 2008 |
Identical on both: 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 Lightdash
- dbt Integration
- Metrics Layer
- Dashboards
- Scheduling
- Version Control
- dbt
- BigQuery
- Snowflake
Only in Marketing Evolution
- Multi-touch attribution
- Marketing mix modeling
- Channel performance
- ROI analysis
- Forecasting
- Budget optimization
- Custom reporting
- Advanced analytics
What people use each for
The jobs each tool is most often brought in to do.
Lightdash
- Self-service analyticsnot Marketing Evolution
- Data explorationnot Marketing Evolution
- Ad-hoc reportingnot Marketing Evolution
- Collaborative analysisnot Marketing Evolution
- Embedded analyticsnot Marketing Evolution
Marketing Evolution
- Marketing data unification across paid, owned, and third-party data sourcesnot Lightdash
- Attribution modeling and customer journey reconstructionnot Lightdash
- AI-agent-ready marketing data context and business ontologynot Lightdash
- Marketing budget planning and scenario simulation with Darwin toolnot Lightdash
- Cross-channel performance monitoring and KPI standardizationnot Lightdash
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Lightdash
- Requires existing dbt infrastructure, not suitable for teams without data models
- Enterprise features and AI agents unavailable in open-source MIT-licensed core
Marketing Evolution
- Pricing not published on vendor website; enterprise data infrastructure platform requires custom quote
Pricing, plan by plan
Lightdash
Free- Open SourceFree
- MIT-licensed core
- Self-hostable
- dbt integration
- Cloud Managed$undefined/mo
- Managed hosting
- Premium features
- AI agent capabilities
Marketing Evolution
$5000/month- Professional$5000/month
- Basic attribution modeling
- Multiple channels
- Monthly reporting
- Enterprise$undefined/month
- Advanced attribution
- Unlimited channels
- Real-time analysis
- Custom$undefined/month
- Custom implementation
- Professional services
- Consulting included
Which should you pick?
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.
Choose Marketing Evolution if
- You need multi-touch attribution.
- You work on Web, Api, Analytics.
- You also want marketing mix modeling.
Questions people ask
- Is Lightdash or Marketing Evolution better?
- Neither clearly leads. Lightdash starts at Free and Marketing Evolution at $5000/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Lightdash or Marketing Evolution?
- Lightdash has a free tier; the other does not. Paid plans start at Free for Lightdash and $5000/month for Marketing Evolution.
- Does Lightdash or Marketing Evolution run on more platforms?
- Lightdash runs on Web, Cloud (managed), Self-hosted (on-premise). Marketing Evolution runs on Web, Api, Analytics.
- Can I use Lightdash for free?
- Yes. Lightdash has a free tier, so you can try it without paying. Marketing Evolution starts at $5000/month.
- What is Lightdash best used for?
- Lightdash is most often used for self-service analytics, data exploration, ad-hoc reporting, collaborative analysis. Of those, self-service analytics and data exploration are not what Marketing Evolution is typically brought in for.
- What can Lightdash do that Marketing Evolution cannot?
- Lightdash covers dbt Integration, Metrics Layer, Dashboards, Scheduling. Marketing Evolution covers Multi-touch attribution, Marketing mix modeling, Channel performance, ROI analysis.
Answered from the vendors’ own pages
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.
SourceMarketing Evolution: How much does Marketing Evolution Substrate cost?
Marketing Evolution does not publish pricing on its website. The Substrate platform is sold through enterprise contracts requiring custom quotes.
SourceLightdash: 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.
SourceMarketing Evolution: What is the cost of Darwin proactive intelligence?
Darwin is included with the Substrate platform. Marketing Evolution does not publish per-user or per-instance pricing on its website.
SourceLightdash: 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.
SourceMarketing Evolution: Does Marketing Evolution offer a free trial?
Marketing Evolution directs users to request a demo or get started on the website. No free trial period is mentioned or offered.
SourceLightdash: 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.
SourceLightdash: 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.
SourceRelated pages
More on Marketing Evolution
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