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Marketing · head to head

Google Analytics vs Lightdash

Google Analytics logo

Google Analytics

Marketing

Get to know your customers

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: Google Analytics data retention limited to maximum 26 months on standard properties, with automatic deletion after retention period expires; Lightdash requires existing dbt infrastructure, not suitable for teams without data models
  • They diverge on capability: Google Analytics covers Real-time analytics, Lightdash covers dbt Integration.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which Google Analytics and Lightdash actually diverge.

Attributes where Google Analytics and Lightdash differ
AttributeGoogle AnalyticsLightdash
Pricing modelfreemiumUnknown
PlatformsWebWeb, Cloud (managed), Self-hosted (on-premise)
CategoryMarketingBusiness Intelligence
Founded19982021

Identical on both: starting price (Free), 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 Google Analytics

  • Real-time analytics
  • Audience insights
  • Acquisition tracking
  • Behavior flow
  • Conversion tracking
  • Custom reports
  • Mobile analytics
  • E-commerce tracking

Only in Lightdash

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

Both cover

  • BigQuery

What people use each for

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

Google Analytics

  • Website and web application analyticsnot Lightdash
  • Event tracking and user behaviour analysisnot Lightdash
  • Traffic source and conversion trackingnot Lightdash

Lightdash

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

Where each one falls short

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

Google Analytics

  • Data retention limited to maximum 26 months on standard properties, with automatic deletion after retention period expires
  • Large and XL properties capped at 2-month data retention only
  • Age, gender, and interest data always expire after 2 months regardless of retention settings
  • Free tier does not include GA360 advanced features

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

Google Analytics

Free

No published plan breakdown. See the Google Analytics 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 Google Analytics if

  • You need real-time analytics.
  • You want to start without paying.
  • You also want audience insights.
Google Analytics 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 Google Analytics or Lightdash better?
Neither clearly leads. Google Analytics 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, Google Analytics or Lightdash?
Google Analytics starts at Free and Lightdash at Free.
Does Google Analytics or Lightdash run on more platforms?
Google Analytics runs on Web. Lightdash runs on Web, Cloud (managed), Self-hosted (on-premise).
Can I use Google Analytics for free?
Both have a free tier, so you can try either at no cost before committing.
What is Google Analytics best used for?
Google Analytics is most often used for website and web application analytics, event tracking and user behaviour analysis, traffic source and conversion tracking. Of those, website and web application analytics and event tracking and user behaviour analysis are not what Lightdash is typically brought in for.
What can Google Analytics do that Lightdash cannot?
Google Analytics covers Real-time analytics, Audience insights, Acquisition tracking, Behavior flow. Lightdash covers dbt Integration, Metrics Layer, Dashboards, Scheduling. Both handle BigQuery.

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
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
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
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