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Business Intelligence · head to head

IBM Cognos Analytics vs Lightdash

IBM Cognos Analytics logo

IBM Cognos Analytics

Business Intelligence

AI-powered business intelligence

From
$15/month
Rated
-
Full reviewWebsite
Lightdash logo

Lightdash

Business Intelligence

Open-source BI for dbt users

From
Free
Rated
-
Full reviewWebsite

The short version

  • Only Lightdash has a free tier, so it costs nothing to try first.
  • Each has a real cost: IBM Cognos Analytics listed on UK G-Cloud at £42.53 per user per month for IBM Cognos Analytics, via reseller Computacenter; Lightdash requires existing dbt infrastructure, not suitable for teams without data models
  • They diverge on capability: IBM Cognos Analytics covers AI Assistant, Lightdash covers dbt Integration.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which IBM Cognos Analytics and Lightdash actually diverge.

Attributes where IBM Cognos Analytics and Lightdash differ
AttributeIBM Cognos AnalyticsLightdash
Starting price$15/monthFree
Pricing modelsubscriptionUnknown
Free tierNoYes
PlatformsWeb, Desktop, Mobile, CloudWeb, Cloud (managed), Self-hosted (on-premise)
Founded19112021

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 IBM Cognos Analytics

  • AI Assistant
  • Natural Language Queries
  • Automated Insights
  • Story Telling
  • Mobile Analytics
  • IBM Db2
  • Oracle
  • SQL Server

Only in Lightdash

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

Both cover

  • Web support
  • Cloud support

What people use each for

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

IBM Cognos Analytics

  • Self-service analytics
  • Data exploration
  • Ad-hoc reporting
  • Collaborative analysis
  • Embedded analytics

Lightdash

  • Self-service analytics
  • Data exploration
  • Ad-hoc reporting
  • Collaborative analysis
  • Embedded analytics

Both are used for self-service analytics, data exploration, ad-hoc reporting, collaborative analysis, embedded analytics, on those jobs the choice comes down to price and fit rather than capability.

Where each one falls short

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

IBM Cognos Analytics

  • Listed on UK G-Cloud at £42.53 per user per month for IBM Cognos Analytics, via reseller Computacenter

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

IBM Cognos Analytics

$15/month
  • Standard$15/month
    • Dashboards
    • Reporting
    • AI Insights
  • Plus$35/month
    • Advanced Analytics
    • Planning
    • Premium Support

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 IBM Cognos Analytics if

  • You need ai assistant.
  • You work on Web, Desktop, Mobile, Cloud.
  • You also want natural language queries.
IBM Cognos 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 IBM Cognos Analytics or Lightdash better?
Neither clearly leads. IBM Cognos Analytics starts at $15/month and Lightdash at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, IBM Cognos Analytics or Lightdash?
Lightdash has a free tier; the other does not. Paid plans start at $15/month for IBM Cognos Analytics and Free for Lightdash.
Does IBM Cognos Analytics or Lightdash run on more platforms?
IBM Cognos Analytics runs on Web, Desktop, Mobile, Cloud. Lightdash runs on Web, Cloud (managed), Self-hosted (on-premise).
Can I use Lightdash for free?
Yes. Lightdash has a free tier, so you can try it without paying. IBM Cognos Analytics starts at $15/month.
What is IBM Cognos Analytics best used for?
IBM Cognos Analytics is most often used for self-service analytics, data exploration, ad-hoc reporting, collaborative analysis.
What can IBM Cognos Analytics do that Lightdash cannot?
IBM Cognos Analytics covers AI Assistant, Natural Language Queries, Automated Insights, Story Telling. Lightdash covers dbt Integration, Metrics Layer, Dashboards, Scheduling. Both handle Web support, Cloud 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
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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