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Machine Learning · head to head

Databricks vs IBM Cognos Analytics

Databricks logo

Databricks

Machine Learning

Unified analytics platform for data engineering and data science

From
Free
Rated
-
Full reviewWebsite
IBM Cognos Analytics logo

IBM Cognos Analytics

Business Intelligence

AI-powered business intelligence

From
$15/month
Rated
-
Full reviewWebsite

The short version

  • Only Databricks has a free tier, so it costs nothing to try first.
  • Each has a real cost: Databricks cloud compute is billed separately by the cloud provider on top of Databricks DBU charges; IBM Cognos Analytics listed on UK G-Cloud at £42.53 per user per month for IBM Cognos Analytics, via reseller Computacenter
  • They diverge on capability: Databricks covers Delta Lake, IBM Cognos Analytics covers AI Assistant.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

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

Attributes where Databricks and IBM Cognos Analytics differ
AttributeDatabricksIBM Cognos Analytics
Starting priceFree$15/month
Pricing modelusage-basedsubscription
Free tierYesNo
PlatformsWeb, Aws, Azure, GcpWeb, Desktop, Mobile, Cloud
CategoryMachine LearningBusiness Intelligence
Founded20131911

Identical on both: 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 Databricks

  • Delta Lake
  • Apache Spark
  • MLflow
  • Unity Catalog
  • Photon Engine
  • Collaborative Notebooks
  • Auto-scaling
  • AWS

Only in IBM Cognos Analytics

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

Both cover

  • Web support

What people use each for

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

Databricks

  • Running Spark data engineering pipelines on managed clustersnot IBM Cognos Analytics
  • Building a lakehouse over data in cloud object storagenot IBM Cognos Analytics
  • Training and serving machine learning models alongside the datanot IBM Cognos Analytics

IBM Cognos Analytics

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

Where each one falls short

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

Databricks

  • Cloud compute is billed separately by the cloud provider on top of Databricks DBU charges
  • The free trial lasts 14 days
  • Discounts require a Committed Use Contract, with larger commitments needed for larger discounts
  • Azure Databricks pricing is set by Microsoft rather than by Databricks
  • Security and compliance capabilities are sold as separate platform add ons rather than included in the base rate

IBM Cognos Analytics

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

Pricing, plan by plan

Databricks

Free
  • Community EditionFree
    • Limited cluster
    • Notebook environment
    • Community support
  • Standard$0.07/DBU
    • Jobs compute
    • SQL compute
    • Standard support

IBM Cognos Analytics

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

Which should you pick?

Choose Databricks if

  • You need delta lake.
  • You want to start without paying.
  • You work on Web, Aws, Azure, Gcp.
  • You also want apache spark.
Databricks review

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

Questions people ask

Is Databricks or IBM Cognos Analytics better?
Neither clearly leads. Databricks starts at Free and IBM Cognos Analytics at $15/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Databricks or IBM Cognos Analytics?
Databricks has a free tier; the other does not. Paid plans start at Free for Databricks and $15/month for IBM Cognos Analytics.
Does Databricks or IBM Cognos Analytics run on more platforms?
Databricks runs on Web, Aws, Azure, Gcp. IBM Cognos Analytics runs on Web, Desktop, Mobile, Cloud.
Can I use Databricks for free?
Yes. Databricks has a free tier, so you can try it without paying. IBM Cognos Analytics starts at $15/month.
What is Databricks best used for?
Databricks is most often used for running spark data engineering pipelines on managed clusters, building a lakehouse over data in cloud object storage, training and serving machine learning models alongside the data. Of those, running spark data engineering pipelines on managed clusters and building a lakehouse over data in cloud object storage are not what IBM Cognos Analytics is typically brought in for.
What can Databricks do that IBM Cognos Analytics cannot?
Databricks covers Delta Lake, Apache Spark, MLflow, Unity Catalog. IBM Cognos Analytics covers AI Assistant, Natural Language Queries, Automated Insights, Story Telling. Both handle Web support.

Answered from the vendors’ own pages

Databricks: How is Databricks priced?

Databricks bills pay as you go with no up front cost, charging per second for the products used. Consumption is measured in Databricks Units, a normalised unit of processing power on the platform.

Source
Databricks: Does Databricks publish a per DBU price?

Not on its main pricing page. Rates vary by product and instance type, and Databricks directs buyers to individual product pricing pages and a calculator rather than listing a single figure.

Source
Databricks: Does the Databricks price include cloud costs?

No. Databricks states that if you configure it to work with your own cloud account, your cloud provider still charges you separately for the underlying resources.

Source
Databricks: Can I get a discount on Databricks?

Databricks offers Committed Use Contracts, where larger usage commitments earn greater benefits, including options to use commitments flexibly across multiple clouds.

Source
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