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Business Intelligence · head to head

Lightdash vs Moz

Lightdash logo

Lightdash

Business Intelligence

Open-source BI for dbt users

From
Free
Rated
-
Full reviewWebsite
Moz logo

Moz

Marketing

SEO platform built around Domain Authority, local listings management and a weekly campaign workflow

From
Free
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: Lightdash requires existing dbt infrastructure, not suitable for teams without data models; Moz moz refreshes its link index less often and discovers fewer links than Ahrefs, so a new backlink frequently appears in Ahrefs days before it shows up in Link Explorer, which matters if link acquisition reporting is your job.
  • They diverge on capability: Lightdash covers dbt Integration, Moz covers Keyword Explorer.
  • Prices and features above were last checked on 1 September 2026.

Where they differ

Only the attributes on which Lightdash and Moz actually diverge.

Attributes where Lightdash and Moz differ
AttributeLightdashMoz
Pricing modelUnknownPer month by usage limits
PlatformsWeb, Cloud (managed), Self-hosted (on-premise)Web
CategoryBusiness IntelligenceMarketing
Founded20212004

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 Lightdash

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

Only in Moz

  • Keyword Explorer
  • Link Explorer
  • Site Crawl
  • Rank Tracking
  • Page Optimization
  • Competitive research
  • Local SEO tools
  • Fresh Web Explorer

Both cover

  • Web support

What people use each for

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

Lightdash

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

Moz

  • SEO auditsnot Lightdash
  • Keyword researchnot Lightdash
  • Link buildingnot Lightdash
  • Local SEOnot Lightdash
  • Competitive analysisnot 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

Moz

  • Moz refreshes its link index less often and discovers fewer links than Ahrefs, so a new backlink frequently appears in Ahrefs days before it shows up in Link Explorer, which matters if link acquisition reporting is your job.
  • Rank tracking is weekly on every tier, so a site watching a volatile SERP or validating a same-week change cannot see daily movement without buying a separate rank tracker.
  • The Standard plan allows only 150 keyword queries a month, which a single afternoon of research exhausts, and the jump to a workable 5,000 queries means paying 179 USD a month rather than 99.
  • Almost every limit is separately metered and separately billable: extra seats are 49 USD each, campaigns 10 USD, tracked keywords 20 USD per 200, crawl capacity 15 USD per 50,000 pages, so the real bill drifts well above the plan price.
  • Domain Authority is a Moz score, not a Google ranking factor, and teams that optimise for it directly are optimising for a proxy that its own vendor sells.
  • Moz Local is a separate subscription per location, so a business with twenty sites is buying a second product at twenty times the per-location price on top of Moz Pro.

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

Moz

Free
  • Free toolsFree
    • Domain Analysis and Domain Authority lookups
    • Limited Keyword Explorer and Link Explorer queries
    • Competitive Research and Brand Authority checks
  • Starter$49/month
    • Entry plan for an individual managing a single website
    • Sits below Standard on the published pricing page
    • Upgrade path into the campaign-based tiers
  • Standard$99/month
    • 79 USD per month billed annually, 950 USD for the first year
    • 1 user seat
    • 3 campaigns and 300 tracked keyword rankings
  • Medium$179/month
    • 143 USD per month billed annually, 1,719 USD for the first year
    • 2 user seats
    • 10 campaigns and 1,500 tracked keyword rankings

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 Moz if

  • You need keyword explorer.
  • You want to start without paying.
  • You also want link explorer.
Moz review

Questions people ask

Is Lightdash or Moz better?
Neither clearly leads. Lightdash starts at Free and Moz at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Lightdash or Moz?
Lightdash starts at Free and Moz at Free.
Does Lightdash or Moz run on more platforms?
Lightdash runs on Web, Cloud (managed), Self-hosted (on-premise). Moz runs on Web.
Can I use Lightdash for free?
Both have a free tier, so you can try either at no cost before committing.
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 Moz is typically brought in for.
What can Lightdash do that Moz cannot?
Lightdash covers dbt Integration, Metrics Layer, Dashboards, Scheduling. Moz covers Keyword Explorer, Link Explorer, Site Crawl, Rank Tracking. Both handle Web support.

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
Moz: How much does Moz Pro cost?

Starter is 49 USD a month for a single site. Standard is 99 USD a month or 79 USD billed annually, Medium 179 or 143, and Large 299 or 239. Moz lists first-year annual totals of 950, 1,719 and 2,868 USD respectively.

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
Moz: Is Moz or Ahrefs better?

Ahrefs is the stronger choice for backlink depth, index freshness and competitive research, and its Lite plan is 129 USD against Moz Standard at 99. Moz is the better buy if you need Domain Authority as a reportable metric, if local listings management matters, or if 49 USD a month for a single site is the budget.

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
Moz: What do the Moz free tools give you?

Free Domain Analysis with Domain Authority, limited Keyword Explorer and Link Explorer queries, Competitive Research, a Brand Authority check and MozCast volatility tracking. Campaigns, site crawls and rank tracking all require a paid plan.

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
Moz: Is Domain Authority a Google ranking factor?

No. It is a Moz model that predicts ranking strength on a 1 to 100 scale. Google does not use it. It is useful as a comparative shorthand, not as a target.

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
Moz: How often does Moz update rankings?

Weekly on every Moz Pro tier. Competitors such as SE Ranking update daily as standard.

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