Databricks vs DataRobot: Which Should You Choose in 2026?
Choosing between Databricks and DataRobot comes down to understanding what each tool does best. This comparison breaks down the key differences so you can make an informed decision based on your specific needs, not marketing claims.
Short on time? Here's the quick answer
We've tested both tools. Here's who should pick what:
Databricks
Data and AI platform
Best for you if:
- • You want the higher-rated option (8.7/10 vs 8.6/10)
- • You need etl & data pipelines features specifically
- • Data and AI platform using consumption-based DBU pricing from $0.07 to $0.65+/DBU
- • Lakehouse combines data lake and warehouse on AWS, Azure, or GCP with Spark engine
DataRobot
Enterprise AI platform
Best for you if:
- • You need ai model deployment features specifically
- • Enterprise AI platform for automated machine learning supporting classification, regression, forecasting and generative AI
- • AutoML automatically finds the best model and handles data cleaning, preprocessing, and feature engineering
| At a Glance |  Databricks |  DataRobot |
|---|---|---|
Price | Paid | Paid |
Best For | ETL & Data Pipelines | AI Model Deployment |
Rating | 87/100 | 86/100 |
| Feature | Databricks | DataRobot |
|---|---|---|
| Pricing Model | Paid | Paid |
| Editorial Score | 87 | 86 |
| Community Rating | No ratings yet | No ratings yet |
| Total Reviews | 0 | 0 |
| Community Upvotes | 0 | 0 |
| Categories | ETL & Data PipelinesData Warehouses | AI Model DeploymentLow-Code Backend |
Understanding the Differences
Both Databricks and DataRobot solve similar problems, but they approach them differently.Databricks positions itself as "data and ai platform" while DataRobotfocuses on "enterprise ai platform". These differences matter depending on what you're trying to accomplish.
When to Choose Databricks
Databricks makes sense if you're looking for a comprehensive paid solution. With a score of 87/100, it's our top pick in this comparison.
When to Choose DataRobot
DataRobot is worth considering if you need a professional-grade tool.
Who Should Use What?
Bootstrapped or small team?
Neither is free, but both have their value. Test them both and see which clicks.
We'd pick: DataRobot
Growing fast?
Your team doubled last quarter and you need tools that won't break when you add 50 more people. Databricks handles scale better in our testing.
We'd pick: Databricks
Enterprise with complex needs?
You need SSO, compliance certifications, and a support team that picks up the phone. Databricks is built for organizations like yours.
We'd pick: Databricks
Still not sure? Answer these 3 questions
How much can you spend?
Both are paid tools. If money isn't the issue, go with Databricks—it scored higher.
Do you care what other users think?
Both have similar review counts. Read a few before you commit.
Expert opinion or crowd wisdom?
Our team rated Databricks higher (87/100). But the community has upvoted DataRobot more (0 votes). Pick your source of truth.
Key Takeaways
What Databricks Does Better
- Higher overall score (87/100)
- Our recommendation for most use cases
Consider DataRobot If
- Its specific features better match your workflow
- You prefer its interface or design approach
The Bottom Line
If we had to pick one, we'd go with Databricks (87/100). But the honest answer is that "better" depends on your situation. Databricks scores higher in our analysis, but DataRobot might be the right choice if its specific strengths align with what you need most. Take advantage of free trials to test both before committing.
Frequently Asked Questions
Is Databricks or DataRobot better?
Based on our analysis, Databricks scores higher with 87/100. Databricks ispaid while DataRobot is paid. The best choice depends on your specific needs and budget. We recommend testing both with free trials if available.
Can I switch from Databricks to DataRobot easily?
Migration difficulty varies. Check if both tools support data export/import in compatible formats. Some tools offer migration assistance or have integration partners who can help with the transition.
Do Databricks and DataRobot offer free trials?
Most software in this category offers free trials or free tiers. Databricks is paid with potential trial.DataRobot is paid with potential trial. Visit their websites for current trial offers.