Amazon SageMaker vs Databricks: Which Should You Choose in 2026?
Choosing between Amazon SageMaker 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:
Amazon SageMaker
Build, train, and deploy ML models at scale on AWS
Best for you if:
- • You want the higher-rated option (8.8/10 vs 8.7/10)
- • You need ai model deployment features specifically
- • Amazon SageMaker is a fully managed platform for building, training, and deploying machine learning models
- • It provides notebooks, training infrastructure, and one-click deployment with built-in algorithms
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 |  Amazon SageMaker |  Databricks |
|---|---|---|
Price | Paid | Paid |
Best For | AI Model Deployment | ETL & Data Pipelines |
Rating | 88/100 | 87/100 |
| Feature | Amazon SageMaker | Databricks |
|---|---|---|
| Pricing Model | Paid | Paid |
| Editorial Score | 88 | 87 |
| Community Rating | No ratings yet | No ratings yet |
| Total Reviews | 0 | 0 |
| Community Upvotes | 0 | 0 |
| Categories | AI Model DeploymentAI Fine-Tuning | ETL & Data PipelinesData Warehouses |
Understanding the Differences
Both Amazon SageMaker and Databricks solve similar problems, but they approach them differently.Amazon SageMaker positions itself as "build, train, and deploy ml models at scale on aws" while Databricksfocuses on "data and ai platform". These differences matter depending on what you're trying to accomplish.
When to Choose Amazon SageMaker
Amazon SageMaker makes sense if you're looking for a comprehensive paid solution. With a score of 88/100, it's our top pick in this comparison.
When to Choose Databricks
Databricks 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: Databricks
Growing fast?
Your team doubled last quarter and you need tools that won't break when you add 50 more people. Amazon SageMaker handles scale better in our testing.
We'd pick: Amazon SageMaker
Enterprise with complex needs?
You need SSO, compliance certifications, and a support team that picks up the phone. Amazon SageMaker is built for organizations like yours.
We'd pick: Amazon SageMaker
Still not sure? Answer these 3 questions
How much can you spend?
Both are paid tools. If money isn't the issue, go with Amazon SageMaker—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 Amazon SageMaker higher (88/100). But the community has upvoted Databricks more (0 votes). Pick your source of truth.
Key Takeaways
What Amazon SageMaker Does Better
- Higher overall score (88/100)
- 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 Amazon SageMaker (88/100). But the honest answer is that "better" depends on your situation. Amazon SageMaker 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 Amazon SageMaker or Databricks better?
Based on our analysis, Amazon SageMaker scores higher with 88/100. Amazon SageMaker ispaid 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 Amazon SageMaker 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 Amazon SageMaker and Databricks offer free trials?
Most software in this category offers free trials or free tiers. Amazon SageMaker is paid with potential trial.Databricks is paid with potential trial. Visit their websites for current trial offers.