⚡Stack Radar

Dashboards · Reviewed 21 Oct 2026

Lightdash

Open-source, dbt-native BI platform with AI-powered analytics.

from $3000 · free tier · lightdash.com ↗

Paid against free › Dashboards › Lightdash

Lightdash at a glance
48.1KEstimated total trafficModeled monthly visits267Ranking keywordsPublic search sample90/100Technical health15 pages checked0Referring domainsLive backlink summary

Overview

01

Summary

The useful answer before the supporting detail.

Lightdash is an open-source, dbt-native business intelligence platform that lets data teams define metrics once in a semantic layer and enable self-service analytics S1 S15. It is used by modern data teams to reduce data requests and empower non-technical staff to explore data independently S15. The platform offers dashboards as code, AI-powered insights, and flexible deployment options, providing a governed and standardized approach to BI S1 S15 S44.

02

Product identity and positioning

Name, category, positioning, audience, and first-party claims.

  • Identity: Lightdash is an open-source, dbt-native business intelligence platform S1.
  • Core purpose: It solves the problem of inconsistent metrics and overwhelming data requests by centralizing metric definitions S15.
  • Intended users: Modern data teams and non-technical staff who need self-service analytics S1 S15.
  • Product scope: A BI platform with a semantic layer, dashboards as code, and AI-powered features S1 S15.
  • Positioning: Lightdash positions itself as the first BI tool to natively support dbt metrics S1.
  • Claimed distinction: It claims to be configurable for SQL experts and intuitive for the rest S1.
03

Use cases and audiences

Who the product serves and the jobs it is designed to handle.

AudiencePractical use case
Data teamsDefine metrics once in a semantic layer to ensure consistency and governance S15.
Non-technical staffSelf-serve data exploration without needing help from the data team S15.
B2B companiesEmbed Lightdash charts and dashboards in customer portals S52.
Retail and mobile app businessesHandle complex, siloed data across channels and apps S15.

Features

09

Features and capabilities

Core functions and evidence-backed product capabilities.

CapabilityWhat it does
Semantic layerDefines metrics once in code, ensuring consistent aggregations and governance S15.
Dashboards as codeManages charts and dashboards as version-controlled code S1 S44.
AI AnalystProvides AI-powered assistance for data exploration and insights S1.
Scheduled deliveriesSends charts and dashboards via Slack or email on a schedule S48.
Usage analyticsTracks chart and dashboard view counts to understand content importance S48.
EmbeddingEmbeds Lightdash charts and dashboards in external tools via React SDK S1 S52.
Data exportExports charts to JPEG, PNG, SVG, PDF, and JSON S99.
10

Integrations and ecosystem

Connected products, exports, APIs, and workflow compatibility.

Integration or interfaceTypeWhat it enables
dbtIntegrationNative dbt integration for consistent metrics S44.
SlackIntegrationShare charts and dashboards with previews S48.
Google SheetsIntegrationSync data between Lightdash and Google Sheets S111.
TrinoIntegrationSupport for additional data warehouses via Trino S52.
OktaIntegrationSSO with Okta for organization onboarding S59.
OneLoginIntegrationSSO support as part of Enterprise package S52.
React SDKSDKEmbed Lightdash charts and dashboards in external tools S1.

Pricing

11

Pricing and plans

Published plans, free access, trials, credits, and pricing limitations.

Plan or offerVerified price and billingIncludedLimits
Open SourceFree S44Core BI features for self-hosting S44Community Slack support only S44
Cloud Pro$3,000 per month S44Unlimited users, AI agents and MCP, scheduled reports S44Embedding add-on priced separately S44
EnterpriseLet’s talk S44Cloud or on-premises, SSO, SAML, SCIM, custom roles S44Custom pricing S44
Embedding add-onPay as you go: first 1,000 loads free, then $0.05/load; or $790/month for 100k loads S44Embedding charts and dashboards S52Usage-based S44

Competition

12

Competitive landscape

Domains competing for the same organic search demand.

Sampled competitors

CompetitorFirst-page appearancesSampled queriesAverage positionQueries observed
youtube.com214lightdash
amazon.com111light dashboard
behance.net112light dashboard
datafold.com112lightdash
stock.adobe.com113light dashboard
techcrunch.com113lightdash
dashboard.light.dev114light dashboard
apps.apple.com115light dashboard
docs.lightdash.com115lightdash
pinterest.com116light dashboard

Website intelligence — Collected evidence

Customers, testimonials, and first-party review claims

Page typeEvidenceSource
customersCustomer storieshttps://www.lightdash.com/customer-stories
customersFrom migration to rollout, teams share how they use Lightdash to simplify their BI workflows and ship better analytics, faster.https://www.lightdash.com/customer-stories
customersHow Ollie cleared 400+ stale charts and dashboards in four monthshttps://www.lightdash.com/customer-stories
customersRead full storyhttps://www.lightdash.com/customer-stories
customers](./customer-story/ollie)https://www.lightdash.com/customer-stories
customersHow fal uses Agentic BI to run data for 80 people with a team of onehttps://www.lightdash.com/customer-stories
customers](./customer-story/fal)https://www.lightdash.com/customer-stories
customersHow Gen H’s CCO shipped production metrics in two days using Agentic BIhttps://www.lightdash.com/customer-stories
customers](./customer-story/gen-h)https://www.lightdash.com/customer-stories
customersHow JustWatch built an AI-powered data culture with Lightdashhttps://www.lightdash.com/customer-stories
customers](./customer-story/justwatch)https://www.lightdash.com/customer-stories
customersHow Qargo embedded analytics into their transport management platform using Lightdashhttps://www.lightdash.com/customer-stories
customers](./customer-story/qargo)https://www.lightdash.com/customer-stories
customersHow Collectors cut dashboard duplication by 36% and slashed BI costs by 80%https://www.lightdash.com/customer-stories
customers](./customer-story/collectors)https://www.lightdash.com/customer-stories
customersHow Tatango built a single source of truth with Lightdash in just four weekshttps://www.lightdash.com/customer-stories
customers](./customer-story/tatango)https://www.lightdash.com/customer-stories
customersHow Stake built a successful self-serve data culture using Lightdashhttps://www.lightdash.com/customer-stories
customers](./customer-story/stake)https://www.lightdash.com/customer-stories
customersBuilding trust at scale: Why Ubie chose Lightdash over traditional BIhttps://www.lightdash.com/customer-stories

Independent review sources discovered

No links to supported independent review platforms were discovered on the collected pages.

13

AI visibility

Measured ChatGPT and Google AI mentions with cited sources.

AI-assistant referral traffic

  • Estimated current generative-AI referral share: 0.6%
MonthSource
—All AI assistants

Website intelligence — Collected evidence

Site-stated AI capabilities

Page typeEvidenceSource
pricingNo per-seat pricing. Deliver trusted analytics in a powerful AI-native BI platformhttps://www.lightdash.com/pricing
integrationsEveryone is building with AIhttps://www.lightdash.com/blogpost/introducing-data-apps
integrationsAI tools are fast and fun to use, but expose your data to LLMs with no governance in sight. They don't use what you've already built. Your semantic layer sits there, fully defined, doing nothing while these apps fetch raw SQL from somewhere else.https://www.lightdash.com/blogpost/introducing-data-apps
integrationsData Apps is the governed alternative. Your team gets the same speed and flexibility of AI tools but every query runs through your semantic layer. Your metric definitions, your access controls, your row-level security. All of it is automatically applied to every app anyone builds.https://www.lightdash.com/blogpost/introducing-data-apps
integrationsEvery app has a queries tab that shows exactly what was run to generate it. There's no black box. You can see precisely where the data came from and how it was calculated. That's a level of transparency that no AI-generated tool built outside your data stack can give you.https://www.lightdash.com/blogpost/introducing-data-apps
integrationsThis is the thing that makes Data Apps fundamentally different from anything built with other AI tools. Those tools are fast. But they don't know who's asking, what they're allowed to see, or whether the query they're running is the right one. Data Apps do.https://www.lightdash.com/blogpost/introducing-data-apps
customersHow JustWatch built an AI-powered data culture with Lightdashhttps://www.lightdash.com/customer-stories

These are first-party product claims, not independent measurements of AI-search visibility.

14

Marketing opportunities

Actions calculated directly from the collected evidence.

OpportunityRecommended actionEvidence
Striking-distance keywordMove “cursor dashboard” from position 4 toward the top three.Volume 2,900 · https://www.lightdash.com/blogpost/ai-native-bi-how-i-build-dashboards-in-cursor-with-lightdash
Important pageStrengthen the page already earning search visibility before creating an unrelated page.https://www.lightdash.com/blogpost/ai-native-bi-how-i-build-dashboards-in-cursor-with-lightdash · 1 sampled keywords · best position 4
Competitor gapReview the sampled queries where youtube.com appears.2 first-page appearances across lightdash

Website intelligence — Collected evidence

Website evidence gaps

  • reviews: no usable public page was collected; verify whether the site publishes this evidence.
  • changes: no usable public page was collected; verify whether the site publishes this evidence.
  • identity: no usable public page was collected; verify whether the site publishes this evidence.
  • technical: no usable public page was collected; verify whether the site publishes this evidence.

Trust and proof

15

Customers, proof, and reviews

Published proof, customer signals, and review evidence.

Independent reviews

PlatformPageHow it was foundNote
ToolRadarLightdash Reviews, Pricing & Alternatives (2026) - 4.9/5Grounded web search## Ratings Across the Web 4.9(19 reviews) Lightdash holds an aggregate rating of 4.9 out of 5 from 19 reviews across G2, last checked September 5, 2026. G2 19 reviews 4.9/5 Ratings aggregated from independent review platforms. Learn more
MakerStackLightdash Review (2026) - MakerStackGrounded web searchLightdash is the best BI option for teams already running dbt. The tight integration means you define metrics once and explore everywhere. Self-hosted is genuinely free. The tradeoff is that it only works with dbt, and the visualization layer is still
G2Compare Lightdash and LookerGrounded web search- Users report that while Looker has a decent Dashboards score of 8.7, Lightdash outperforms with a score of 9.6, indicating that users appreciate the flexibility and design options available in Lightdash for creating dashboards. - Reviewers mention that Looker's Reports Interface scores 8.6, which is good, but Lightdash's score of 9.2 suggests a more user-friendly and visually appealing reporting experience. - Users on G2 say that Lightdash's Ease of Setup is rated at 9.5, significantly higher
ReadySetLaunchLightdash: Success Case Study / ReadySetLaunchGrounded web searchLightdash shipped their initial MVP in just eight weeks, focusing exclusively on dbt integration and basic visualization capabilities. The founding team deliberately excluded advanced features like complex scheduling, custom SQL transformations, and enterprise security features that Looker offered. Instead, they built a minimal interface that let dbt users query their models and create simple charts without leaving their analytics workflow. This stripped-down approach validated quickly. Within t
toolpilot.toolsLightdash Review — Features, Pricing & Rating / ToolPilotGrounded web search4.4/5 Editor's Score How we score Our editorial team evaluates each tool based on real user feedback from Reddit, Trustpilot, G2, and Product Hunt, combined with our assessment of feature quality, value for money, and performance vs. competitors.

Customer proof

Proof typeNamed customer or sourceEvidence
Case studyJustWatchcustomer case study — JustWatch has seen results like: - 72% of employees using Lightdash monthly - 45% increase in active BI users - ~4k queries per day - 86% reduction in BI tool spend Lightdash queries now ... (How JustWatch built an AI-powered data culture with Lightdash)
Case studyStakecustomer case study — Real estate investment platform Stake empowered their entire team to make data-driven decisions independently with Lightdash. (How Stake built a successful self-serve data culture using Lightdash)
Case studyTatangocustomer case study — Tatango built a single source of truth with Lightdash in just four weeks ... (Tatango built a single source of truth with Lightdash in just four weeks)

Independent mentions

  • Customer stories — JustWatch built an AI-powered data culture with Lightdash Read full story How Qargo embedded analytics into their transport management platform using Lightdash Read full ... cut dashboard duplication by 36% and slashed BI costs by 80% Read full story
  • Lightdash on Reddit — Lightdash ( lightdash.com) scores 80 out of 100 for Reddit visibility, based on 21 tracked Reddit mentions across communities such as r/dataisbeautiful, r/MoonPissing, r/SonicTheHedgehog, r/PowerBI, r/datascience. The brand is categorised under Data &

External links were grounded in one live web search. Search snippets are leads, not independently scraped page content; rejected links remain available in Review evidence.

16

Company, security, and trust

Ownership, policies, security signals, and public trust evidence.

SignalFindingSource
Company and ownershipFor any other questions, feel welcome to reach out to our team.source
Contact and supportNot published on the collected pages.—
Legal and privacyWe are committed to security and focused on keeping you and your data safe. As outlined in our terms of service, Lightdash does not store sensitive customer information and follows industry-leading standards. Lightdash dsource
Security and complianceAdvanced security with SSO + SAML + SCIM 2.0source
Uptime and status pageOur status page shows the current status of all our services so you've got a complete picture of Lightdash's availability in one place.‍source
Domain registered2015-01-20—
Domain expires2031-01-20—

Not found on the collected pages: contact and support. This only means Scout did not find it on the pages it read; it says nothing about the company itself.

17

Documentation and product updates

Help resources, product guidance, and visible changes over time.

Resource or updateTypeWhat is availableDate or freshness
About Us / LightdashProduct updateProduct update is publicly available. (source)Not dated
Demo week - Feature day! / LightdashChangelogPublic product change history. (source)Not dated

Not found in the collected public sources: public roadmap, status page, separate help center or knowledge base.

Technical

18

Technical and delivery signals

Delivery model, platforms, API, data ownership, reliability claims and release activity.

SignalFindingSource
Delivery model (cloud, self-hosted, desktop, browser extension)Lightdash can be self-hosted or deployed on your own infrastructure S44.S44
Platforms and appsWeb application S44.S44
API and extensibility (API, SDK, webhooks, MCP, plugins)React SDK for embedding S1.S1
Data ownership and exportExport charts to JPEG, PNG, SVG, PDF, and JSON S99.S99
Performance and reliability claimsDashboards load faster due to better API call handling S57.S57
Release activity1000th release reached on 17 March S48.S48
19

Measured infrastructure

Domain, certificate, and hosting signals, measured directly.

SignalFinding
Domain registered2015-01-20 — Squarespace Domains II LLC
Domain expires2031-01-20
TLS certificateLet's Encrypt, valid, expires 2026-11-29
Security headersHSTS, X-Content-Type-Options
Headers not servedCSP, X-Frame-Options, Referrer-Policy
Server headerFramer/24ab00f
Mail handled byaspmx.l.google.com, alt2.aspmx.l.google.com
Nameserversns-cloud-d3.googledomains.com, ns-cloud-d1.googledomains.com

Not measurable: wayback: rate limited by archive.org, ladder stopped after 1 probe(s). A gap here means the lookup was unavailable, not that the finding is negative.

20

Technical site audit

A bounded multi-page crawl with page-level issues and URLs.

Scout — Bounded technical crawl

  • Pages crawled: 15 of 15 maximum
  • Technical health: 90/100
  • Critical issues: 0
  • Warnings: 22
  • Notices: 17

Issues

SeverityIssueValueAffected URL
warningPage should have one primary H10https://www.lightdash.com/
noticeLow visible word count19https://www.lightdash.com/
warningPage should have one primary H10https://www.lightdash.com/
noticeLow visible word count19https://www.lightdash.com/
warningPage should have one primary H10https://www.lightdash.com/pricing
noticeImages are missing alt text132https://www.lightdash.com/pricing
noticeMeta description length should be reviewed185https://www.lightdash.com/start
warningPage should have one primary H10https://www.lightdash.com/start
noticeImages are missing alt text24https://www.lightdash.com/start
warningPage should have one primary H14https://www.lightdash.com/customer-stories
noticeImages are missing alt text71https://www.lightdash.com/customer-stories
warningTitle length should be reviewed80https://www.lightdash.com/customer-story/fal
warningPage should have one primary H12https://www.lightdash.com/customer-story/fal
noticeImages are missing alt text40https://www.lightdash.com/customer-story/fal
warningTitle length should be reviewed87https://www.lightdash.com/customer-story/collectors
warningPage should have one primary H12https://www.lightdash.com/customer-story/collectors
noticeImages are missing alt text41https://www.lightdash.com/customer-story/collectors
warningTitle length should be reviewed88https://www.lightdash.com/customer-story/tatango
warningPage should have one primary H12https://www.lightdash.com/customer-story/tatango
noticeImages are missing alt text40https://www.lightdash.com/customer-story/tatango
noticeImages are missing alt text35https://www.lightdash.com/terms-of-service
warningPage should have one primary H10https://www.lightdash.com/startups
noticeImages are missing alt text56https://www.lightdash.com/startups
noticeMeta description length should be reviewed204https://www.lightdash.com/about
warningPage should have one primary H10https://www.lightdash.com/about
noticeImages are missing alt text78https://www.lightdash.com/about
warningPage should have one primary H12https://www.lightdash.com/privacy-policy
noticeImages are missing alt text35https://www.lightdash.com/privacy-policy
warningPage should have one primary H10https://www.lightdash.com/lightdash-security
noticeImages are missing alt text65https://www.lightdash.com/lightdash-security
warningPage should have one primary H13https://www.lightdash.com/blog
noticeImages are missing alt text63https://www.lightdash.com/blog
warningTitle length should be reviewed77https://www.lightdash.com/customer-story/ollie
warningPage should have one primary H12https://www.lightdash.com/customer-story/ollie
noticeImages are missing alt text40https://www.lightdash.com/customer-story/ollie
warningDuplicate title in audit sample2https://www.lightdash.com/
warningDuplicate title in audit sample2https://www.lightdash.com/
warningDuplicate meta description in audit sample2https://www.lightdash.com/
warningDuplicate meta description in audit sample2https://www.lightdash.com/

Crawled pages

StatusTitleH1sWordsResponseURL
200Lightdash \Build Intelligence, not just dashboards.01942 ms
200Lightdash \Build Intelligence, not just dashboards.0199 ms
200Lightdash Pricing & Plans0118759 mshttps://www.lightdash.com/pricing
200Get started with Lightdash020248 mshttps://www.lightdash.com/start
200Customer Stories \Lightdash455785 ms
200How fal uses Agentic BI to run data for 80 people with a team of one \Lightdash21144236 ms
200How Collectors cut dashboard duplication by 36% and slashed BI costs by 80% \Lightdash21500216 ms
200How Tatango built a single source of truth with Lightdash in just four weeks \Lightdash21208251 ms
200Lightdash Terms of Service1592022 mshttps://www.lightdash.com/terms-of-service
200Lightdash for Startups059341 mshttps://www.lightdash.com/startups
200About Us \Lightdash059349 ms
200Lightdash Privacy Policy2204833 mshttps://www.lightdash.com/privacy-policy
200Security \Lightdash0287161 ms
200Lightning Posts \Lightdash346218 ms
200How Ollie cleared 400+ stale charts and dashboards in four months \Lightdash21232174 ms

This is a bounded Scout crawl. Core Web Vitals and Lighthouse scores are not claimed unless a dedicated performance audit is connected.

21

Search Console and Analytics

First-party search and behavioral data connection state.

Modeled acquisition channels

ChannelEstimated share
direct47.3%
search35.1%
search organic35.1%
search paid0.0%
social5.7%
social organic5.7%
social paid0.0%
referrals8.5%
paid referrals0.0%
mail2.8%
gen ai0.6%
affiliate0.0%
other0.0%

First-party connections

IntegrationStatusData available after connection
Google Search ConsoleNot connectedClicks, impressions, CTR, average position, queries, pages, countries, and devices
Google AnalyticsNot connectedOrganic sessions, engagement, landing pages, conversions, geography, and devices

No first-party Search Console or Analytics numbers are shown until the site owner authorizes the corresponding Google account. Scout traffic model values above are modeled estimates, not private analytics totals.

Limits and method

22

Limitations and open questions

Known constraints and missing evidence from the collected pages.

The collected pages do not mention specific competitors. Evidence gaps include lack of detailed security certifications, uptime statistics, and customer review ratings. Open questions remain about the full feature set of the AI Analyst and the specifics of the Enterprise plan.

23

Sources, method, and limitations

Evidence inventory, collection method, provider use, and constraints.

This report is based on 14 collected pages from lightdash.com, including the About, Pricing, blog, and customer story pages. The evidence catalog includes 15 pages, with one page not collected. External proof search was used to verify customer case studies. Limitations include potential recency of blog posts and lack of independent review data.

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