Databricks vs Bright Data: Which Should You Choose in 2026?
Choosing between Databricks and Bright Data 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)
- • 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
Bright Data
Web data platform
Best for you if:
- • Enterprise proxy and web scraping platform with 150M+ residential IPs in 195 countries
- • Pay-as-you-go from $0.066/GB datacenter to $5.04/GB residential with Web Scraper API
| At a Glance |  Databricks |  Bright Data |
|---|---|---|
Price | Paid | Paid |
Best For | ETL & Data Pipelines | ETL & Data Pipelines |
Rating | 87/100 | 86/100 |
| Feature | Databricks | Bright Data |
|---|---|---|
| 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 | ETL & Data PipelinesData Warehouses |
Understanding the Differences
Both Databricks and Bright Data solve similar problems, but they approach them differently.Databricks positions itself as "data and ai platform" while Bright Datafocuses on "web data 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 Bright Data
Bright Data 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: Bright Data
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 Bright Data 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 Bright Data 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 Bright Data 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 Bright Data better?
Based on our analysis, Databricks scores higher with 87/100. Databricks ispaid while Bright Data 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 Bright Data 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 Bright Data offer free trials?
Most software in this category offers free trials or free tiers. Databricks is paid with potential trial.Bright Data is paid with potential trial. Visit their websites for current trial offers.