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Machine Learning · head to head

Databricks vs OnShape

Databricks logo

Databricks

Machine Learning

Unified analytics platform for data engineering and data science

From
Free
Rated
-
Full reviewWebsite
OnShape logo

OnShape

CAD

Full-cloud 3D CAD platform

From
Free
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: Databricks cloud compute is billed separately by the cloud provider on top of Databricks DBU charges; OnShape the free plan is non commercial only and makes every document publicly accessible, so nothing designed on it can be kept private
  • They diverge on capability: Databricks covers Delta Lake, OnShape covers Cloud-native CAD.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which Databricks and OnShape actually diverge.

Attributes where Databricks and OnShape differ
AttributeDatabricksOnShape
Pricing modelusage-basedsubscription
PlatformsWeb, Aws, Azure, GcpWeb, IOS, Android
CategoryMachine LearningCAD
Founded20132012

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 Databricks

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

Only in OnShape

  • Cloud-native CAD
  • Real-time collaboration
  • Version control
  • Part studios
  • Assemblies
  • Drawings
  • FeatureScript
  • Mobile access

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

OnShape

  • Cloud based parametric CAD without local workstation installsnot Databricks
  • Collaborative mechanical design with version history and shared documentsnot 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

OnShape

  • The free plan is non commercial only and makes every document publicly accessible, so nothing designed on it can be kept private
  • The Standard plan is $1,500 per user per year and Professional $2,500
  • Simulation, rendering, CAM and advanced PDM all require the Professional plan
  • SSO, analytics and advanced administration are Enterprise only with no published price

Pricing, plan by plan

Databricks

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

OnShape

Free
  • FreeFree
    • Limited features
    • Public documents
  • Standard$1500/month
    • Private documents
    • Full features
  • Professional$2100/month
    • Advanced simulation
    • Enterprise features

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 OnShape if

  • You need cloud-native cad.
  • You want to start without paying.
  • You work on Web, IOS, Android.
  • You also want real-time collaboration.
OnShape review

Questions people ask

Is Databricks or OnShape better?
Neither clearly leads. Databricks starts at Free and OnShape at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Databricks or OnShape?
Databricks starts at Free and OnShape at Free.
Does Databricks or OnShape run on more platforms?
Databricks runs on Web, Aws, Azure, Gcp. OnShape runs on Web, IOS, Android.
Can I use Databricks for free?
Both have a free tier, so you can try either at no cost before committing.
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 OnShape is typically brought in for.
What can Databricks do that OnShape cannot?
Databricks covers Delta Lake, Apache Spark, MLflow, Unity Catalog. OnShape covers Cloud-native CAD, Real-time collaboration, Version control, Part studios. 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
OnShape: How much does Onshape cost?

Onshape Standard is $1,500 per user per year and Professional is $2,500 per user per year, both billed annually. Enterprise is quoted by sales. A free plan exists for non-commercial use.

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
OnShape: Is the free version of Onshape usable for commercial work?

No. Onshape states the free plan is for non-commercial use only, and every document created on it is publicly accessible. Private storage requires the Standard plan at $1,500 per user per year.

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
OnShape: What does Onshape Professional add over Standard?

Professional adds company managed data, release management, advanced PDM, simulation, rendering, ECAD to MCAD exchange and CAM, for $2,500 per user per year against $1,500 for Standard.

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
OnShape: Can I try Onshape Professional for free?

Onshape states that qualified professionals can try Onshape Professional free for up to 6 months through its Discovery Program, with no credit card required.

Source
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