Baseten vs Databricks: Which Should You Choose in 2026?
Choosing between Baseten and Databricks 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:
Baseten
ML model deployment platform
Best for you if:
- • You want to try before committing
- • You need ai model deployment features specifically
- • ML model deployment
- • Simplified infrastructure
Databricks
Data and AI platform
Best for you if:
- • 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
| At a Glance |  Databricks | |
|---|---|---|
Price | Free + Paid | Paid |
Best For | AI Model Deployment | ETL & Data Pipelines |
Rating | 87/100 | 87/100 |
| Feature | Baseten | Databricks |
|---|---|---|
| Pricing Model | Freemium | Paid |
| Editorial Score | 87 | 87 |
| Community Rating | No ratings yet | No ratings yet |
| Total Reviews | 0 | 0 |
| Community Upvotes | 0 | 0 |
| Categories | AI Model DeploymentHosting & Deployment | ETL & Data PipelinesData Warehouses |
Understanding the Differences
Both Baseten and Databricks solve similar problems, but they approach them differently.Baseten positions itself as "ml model deployment platform" while Databricksfocuses on "data and ai platform". These differences matter depending on what you're trying to accomplish.
When to Choose Baseten
Baseten makes sense if you're looking for a budget-friendly option with a free tier solution.
When to Choose Databricks
Databricks is worth considering if you need a professional-grade tool.
Who Should Use What?
Bootstrapped or small team?
When every dollar counts, Baseten lets you get started without pulling out your credit card.
We'd pick: Baseten
Growing fast?
Your team doubled last quarter and you need tools that won't break when you add 50 more people. Databricks is built for teams that are leveling up.
We'd pick: Databricks
Enterprise with complex needs?
You need SSO, compliance certifications, and a support team that picks up the phone. Databricks takes enterprise seriously.
We'd pick: Databricks
Still not sure? Answer these 3 questions
How much can you spend?
Tight budget? Start free with Baseten, upgrade when you're ready.
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 Baseten higher (87/100). But the community has upvoted Databricks more (0 votes). Pick your source of truth.
Key Takeaways
What Baseten Does Better
- Our recommendation for most use cases
Consider Databricks 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 Baseten (87/100). But the honest answer is that "better" depends on your situation. Baseten scores higher in our analysis, but Databricks 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 Baseten or Databricks better?
Based on our analysis, Baseten scores higher with 87/100. Baseten isfreemium while Databricks 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 Baseten to Databricks 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 Baseten and Databricks offer free trials?
Most software in this category offers free trials or free tiers. Baseten is freemium with a free tier.Databricks is paid with potential trial. Visit their websites for current trial offers.