Is Lightdash or Snowplow better?

Neither clearly leads. Lightdash starts at Free and Snowplow at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.

Which is cheaper, Lightdash or Snowplow?

Lightdash has a free tier; the other does not. Paid plans start at Free for Lightdash and On request for Snowplow.

Does Lightdash or Snowplow run on more platforms?

Lightdash runs on Web, Cloud (managed), Self-hosted (on-premise). Snowplow runs on Linux, Web, Docker.

Can I use Lightdash for free?

Yes. Lightdash has a free tier, so you can try it without paying. Snowplow starts at On request.

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 Snowplow is typically brought in for.

What can Lightdash do that Snowplow cannot?

Lightdash covers dbt Integration, Metrics Layer, Dashboards, Scheduling. Snowplow covers Own-cloud deployment, Schema enforcement, Warehouse loading, Enrichment.

Business Intelligence · head to head

Lightdash vs Snowplow

Lightdash

Business Intelligence

Open-source BI for dbt users

From: Free
Rated: -

Full review Website

Snowplow

Business Intelligence

Behavioural data pipeline you run in your own cloud, relicensed away from Apache 2.0 in 2024

From: On request
Rated: -

Full review Website

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; Snowplow the core pipeline was relicensed from Apache 2.0 on 8 January 2024 to the Snowplow Limited Use Licence Agreement and a Confluent-derived community licence, so organisations that adopted it as permissively licensed software must now review their entitlement, buy a licence, or migrate.
They diverge on capability: Lightdash covers dbt Integration, Snowplow covers Own-cloud deployment.
Prices and features above were last checked on 31 August 2026.

Where they differ

Only the attributes on which Lightdash and Snowplow actually diverge.

Attributes where Lightdash and Snowplow differ
Attribute	Lightdash	Snowplow
Starting price	Free	On request
Pricing model	Unknown	quote
Free tier	Yes	No
Platforms	Web, Cloud (managed), Self-hosted (on-premise)	Linux, Web, Docker
Founded	2021	Unknown

Identical on both: user rating (Not yet rated), category (Business Intelligence).

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 Snowplow

Own-cloud deployment
Schema enforcement
Warehouse loading
Enrichment
Trackers
Streaming output
Data models
Snowplow BDP

What people use each for

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

Lightdash

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

Snowplow

A data team that needs full-fidelity event data in its own warehouse to build attribution or machine learning features rather than to populate dashboardsnot Lightdash
A regulated business that cannot send behavioural data to a third-party analytics vendor and must keep collection inside its own cloud accountnot Lightdash
A product organisation tired of silently malformed events, which wants a schema contract enforced at collection timenot Lightdash
A company modelling customer behaviour across web, mobile and server events that needs them in one consistent structurenot 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

Snowplow

The core pipeline was relicensed from Apache 2.0 on 8 January 2024 to the Snowplow Limited Use Licence Agreement and a Confluent-derived community licence, so organisations that adopted it as permissively licensed software must now review their entitlement, buy a licence, or migrate.
You run the pipeline in your own cloud, which means the infrastructure bill, the on-call rota and the upgrade work are yours, and at high event volume that operational cost frequently exceeds what a hosted product would have charged.
Schema enforcement is the main benefit and the main friction, because every new event requires a schema to be authored and versioned, and teams without discipline around that end up blocked on their own governance process.
There is no analysis layer: Snowplow delivers data to your warehouse and nothing else, so you still need modelling, a BI tool and the people to run them before anyone sees a number.
The licence change fractured the community, spawning an Apache 2.0 fork, which means community contributions and third-party tooling are now split across two codebases with uncertain long-term maintenance.

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

Snowplow

On request

Snowplow BDP$undefined/year
- Commercial pricing quoted by event volume and deployment
- Core pipeline components under the Snowplow Limited Use Licence Agreement, not Apache 2.0
- Trackers, analytics SDKs and Iglu SDKs remain Apache 2.0

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.

Lightdash review

Choose Snowplow if

You need own-cloud deployment.
You work on Linux, Web, Docker.
You also want schema enforcement.

Snowplow review

Questions people ask

Is Lightdash or Snowplow better?: Neither clearly leads. Lightdash starts at Free and Snowplow at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Lightdash or Snowplow?: Lightdash has a free tier; the other does not. Paid plans start at Free for Lightdash and On request for Snowplow.
Does Lightdash or Snowplow run on more platforms?: Lightdash runs on Web, Cloud (managed), Self-hosted (on-premise). Snowplow runs on Linux, Web, Docker.
Can I use Lightdash for free?: Yes. Lightdash has a free tier, so you can try it without paying. Snowplow starts at On request.
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 Snowplow is typically brought in for.
What can Lightdash do that Snowplow cannot?: Lightdash covers dbt Integration, Metrics Layer, Dashboards, Scheduling. Snowplow covers Own-cloud deployment, Schema enforcement, Warehouse loading, Enrichment.

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.

Source

Snowplow: Is Snowplow still open source?

Not in the permissive sense. On 8 January 2024 the core pipeline moved from Apache 2.0 to the Snowplow Limited Use Licence Agreement, with version 1.1 following in December 2024, alongside a community licence based on the Confluent Community Licence. Trackers and analytics SDKs remain Apache 2.0.

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

Snowplow: Can we still run it for free in production?

Free use of the relicensed core components is materially constrained and commercial use generally requires an agreement. Read the current licence text against your intended use rather than relying on older documentation.

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

Snowplow: Is there an Apache 2.0 alternative?

Yes, a fork called OpenSnowcat was created in response to the relicensing and continues under Apache 2.0.

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

Snowplow: What does Snowplow BDP cost?

Not published. It is quoted by event volume and deployment, and your own cloud infrastructure costs are separate and additional.

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

Lightdash vs Snowplow

Lightdash

Snowplow

The short version

Where they differ

What each one covers

Only in Lightdash

Only in Snowplow

What people use each for

Lightdash

Snowplow

Where each one falls short

Lightdash

Snowplow

Pricing, plan by plan

Lightdash

Snowplow

Which should you pick?

Choose Lightdash if

Choose Snowplow if

Questions people ask

Answered from the vendors’ own pages

Related pages

More on Lightdash

More on Snowplow

Keep looking

Other head to heads