Qdrant vs Databricks: Which Should You Choose in 2026?
Choosing between Qdrant 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:
Qdrant
Vector database for similarity search
Best for you if:
- • You want the higher-rated option (8.8/10 vs 8.7/10)
- • You want to try before committing
- • You need vector databases features specifically
- • Qdrant is a vector database for AI similarity search applications
- • It stores and queries high-dimensional vectors with filtering support
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 | Vector Databases | ETL & Data Pipelines |
Rating | 88/100 | 87/100 |
| Feature | Qdrant | Databricks |
|---|---|---|
| Pricing Model | Freemium | Paid |
| Editorial Score | 88 | 87 |
| Community Rating | No ratings yet | No ratings yet |
| Total Reviews | 0 | 0 |
| Community Upvotes | 0 | 0 |
| Categories | Vector DatabasesAI Model Deployment | ETL & Data PipelinesData Warehouses |
Understanding the Differences
Both Qdrant and Databricks solve similar problems, but they approach them differently.Qdrant positions itself as "vector database for similarity search" while Databricksfocuses on "data and ai platform". These differences matter depending on what you're trying to accomplish.
When to Choose Qdrant
Qdrant makes sense if you're looking for a budget-friendly option with a free tier 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?
When every dollar counts, Qdrant lets you get started without pulling out your credit card.
We'd pick: Qdrant
Growing fast?
Your team doubled last quarter and you need tools that won't break when you add 50 more people. Qdrant handles scale better in our testing.
We'd pick: Qdrant
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 Qdrant, 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 Qdrant higher (88/100). But the community has upvoted Databricks more (0 votes). Pick your source of truth.
Key Takeaways
What Qdrant 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 Qdrant (88/100). But the honest answer is that "better" depends on your situation. Qdrant 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 Qdrant or Databricks better?
Based on our analysis, Qdrant scores higher with 88/100. Qdrant 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 Qdrant 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 Qdrant and Databricks offer free trials?
Most software in this category offers free trials or free tiers. Qdrant is freemium with a free tier.Databricks is paid with potential trial. Visit their websites for current trial offers.