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Machine Learning · head to head

Databricks vs Evidence

Databricks logo

Databricks

Machine Learning

Unified analytics platform for data engineering and data science

From
Free
Rated
-
Full reviewWebsite
Evidence logo

Evidence

Business Intelligence

Business intelligence as code for teams and AI agents

From
$2500/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; Evidence high starting price at $2,500/month limits small team adoption
  • They diverge on capability: Databricks covers Delta Lake, Evidence covers Analytics Agent.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which Databricks and Evidence actually diverge.

Attributes where Databricks and Evidence differ
AttributeDatabricksEvidence
Starting priceFree$2500/month
Pricing modelusage-basedFlat team pricing with no per-user fees
Free tierYesNo
PlatformsWeb, Aws, Azure, GcpCloud, Embedded
CategoryMachine LearningBusiness Intelligence
Founded2013Unknown

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 Evidence

  • Analytics Agent
  • Code-based infrastructure
  • Development environment
  • Visualization tools
  • Embedded analytics
  • Enterprise security
  • Multi-channel access

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 Evidence
  • Building a lakehouse over data in cloud object storagenot Evidence
  • Training and serving machine learning models alongside the datanot Evidence

Evidence

  • Building version-controlled analytics infrastructurenot Databricks
  • Enabling AI agents to answer business questionsnot Databricks
  • Delivering analytics through multiple channels (web, Slack, ChatGPT)not Databricks
  • Embedding white-labeled analytics in productsnot 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

Evidence

  • High starting price at $2,500/month limits small team adoption
  • No freemium option for evaluation or learning
  • Code-based approach has steeper learning curve than visual tools
  • AI credits limited on Team plan; additional credits cost extra
  • Requires Git workflow familiarity for effective collaboration

Pricing, plan by plan

Databricks

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

Evidence

$2500/month
  • Team$2500/month
    • Unlimited users
    • Monthly billing
    • Analytics Agent
  • Enterprise$null/custom
    • All Team features
    • SSO/SAML authentication
    • SCIM directory sync

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 Evidence if

  • You need analytics agent.
  • You work on Cloud, Embedded.
  • You also want code-based infrastructure.
Evidence review

Questions people ask

Is Databricks or Evidence better?
Neither clearly leads. Databricks starts at Free and Evidence at $2500/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Databricks or Evidence?
Databricks has a free tier; the other does not. Paid plans start at Free for Databricks and $2500/month for Evidence.
Does Databricks or Evidence run on more platforms?
Databricks runs on Web, Aws, Azure, Gcp. Evidence runs on Cloud, Embedded.
Can I use Databricks for free?
Yes. Databricks has a free tier, so you can try it without paying. Evidence starts at $2500/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 Evidence is typically brought in for.
What can Databricks do that Evidence cannot?
Databricks covers Delta Lake, Apache Spark, MLflow, Unity Catalog. Evidence covers Analytics Agent, Code-based infrastructure, Development environment, Visualization tools.

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
Evidence: Does Evidence have per-user pricing?

No, Evidence offers one flat price for unlimited users at $2,500/month on the Team plan with a 30-day free trial.

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
Evidence: How many AI credits come with Team plan?

Team plan includes 20,000 AI credits monthly at $0.01 per additional credit. Enterprise offers custom credit packages.

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
Evidence: What is included in the Enterprise plan?

Enterprise adds SSO/SAML, SCIM directory sync, row-level access rules, embedding capabilities, and custom deployment options at custom pricing.

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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