OpenAI API vs Databricks: Which Should You Choose in 2026?
Choosing between OpenAI API 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:
OpenAI API
API access to GPT, DALL-E, and Whisper
Best for you if:
- • You want the higher-rated option (9.5/10 vs 8.7/10)
- • You need api tools features specifically
- • API access to GPT-4, DALL-E, Whisper, and other frontier AI models
- • Chat completions API with function calling and streaming
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 |  OpenAI API |  Databricks |
|---|---|---|
Price | Paid | Paid |
Best For | API Tools | ETL & Data Pipelines |
Rating | 95/100 | 87/100 |
| Feature | OpenAI API | Databricks |
|---|---|---|
| Pricing Model | Paid | Paid |
| Editorial Score | 95 | 87 |
| Community Rating | No ratings yet | No ratings yet |
| Total Reviews | 0 | 0 |
| Community Upvotes | 0 | 0 |
| Categories | API ToolsAI Model Deployment | ETL & Data PipelinesData Warehouses |
Understanding the Differences
Both OpenAI API and Databricks solve similar problems, but they approach them differently.OpenAI API positions itself as "api access to gpt, dall-e, and whisper" while Databricksfocuses on "data and ai platform". These differences matter depending on what you're trying to accomplish.
When to Choose OpenAI API
OpenAI API makes sense if you're looking for a comprehensive paid solution. With a score of 95/100, 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. OpenAI API handles scale better in our testing.
We'd pick: OpenAI API
Enterprise with complex needs?
You need SSO, compliance certifications, and a support team that picks up the phone. OpenAI API is built for organizations like yours.
We'd pick: OpenAI API
Still not sure? Answer these 3 questions
How much can you spend?
Both are paid tools. If money isn't the issue, go with OpenAI API—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 OpenAI API higher (95/100). But the community has upvoted Databricks more (0 votes). Pick your source of truth.
Key Takeaways
What OpenAI API Does Better
- Higher overall score (95/100)
- 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 OpenAI API (95/100). But the honest answer is that "better" depends on your situation. OpenAI API 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 OpenAI API or Databricks better?
Based on our analysis, OpenAI API scores higher with 95/100. OpenAI API 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 OpenAI API 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 OpenAI API and Databricks offer free trials?
Most software in this category offers free trials or free tiers. OpenAI API is paid with potential trial.Databricks is paid with potential trial. Visit their websites for current trial offers.