Iterative Studio vs LakeFS: Which Should You Choose in 2026?
Choosing between Iterative Studio and LakeFS 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.
By Toolradar Team · Last updated February 28, 2026 · Methodology
Short on time? Here's the quick answer
We've tested both tools. Here's who should pick what:
Iterative Studio
Collaborative platform for machine learning teams to manage and track experiments.
Best for you if:
- • You need data visualization features specifically
- • Collaborative MLOps platform for ML teams.
- • Tracks experiments, manages models, and visualizes pipelines.
LakeFS
Apply Git-like version control to your data lake for reproducible AI and streamlined data workflows.
Best for you if:
- • You need version control features specifically
- • Applies Git-like version control to data lakes for managing data lifecycle and provenance.
- • Enables isolated testing, instant rollbacks, and reproducible AI/ML training.
| At a Glance |  Iterative Studio |  LakeFS |
|---|---|---|
Price | Free + Paid | Free + Paid |
Best For | Data Visualization | Version Control |
Rating | —/100 | —/100 |
| Feature | Iterative Studio | LakeFS |
|---|---|---|
| Pricing Model | Freemium | Freemium |
| Editorial Score | — | — |
| Community Rating | No ratings yet | No ratings yet |
| Total Reviews | 0 | 0 |
| Community Upvotes | 0 | 0 |
| Categories | Data VisualizationVersion Control | Version ControlETL & Data Pipelines |
How Iterative Studio and LakeFS Compare
Iterative Studio
Collaborative platform for machine learning teams to manage and track experiments.
Free tier available
LakeFS
Apply Git-like version control to your data lake for reproducible AI and streamlined data workflows.
Free tier available
Iterative Studio is a data visualization tool. LakeFS is in version control.
Who Should Use What?
On a budget?
Both are freemium. Compare plans on their websites.
Go with: Iterative Studio
Want the highest-rated option?
Neither has been rated yet.
Go with: Iterative Studio
Value user reviews?
Neither has user reviews yet.
Go with: Iterative Studio
3 Questions to Help You Decide
What's your budget?
Both are freemium. Pricing won't help you decide here.
What's your use case?
Iterative Studio is a data visualization tool. LakeFS is in version control. Pick the category that matches your needs.
How important are ratings?
Not all tools have been rated yet.
Key Takeaways
Iterative Studio
- Free tier available
- Our pick for this comparison
LakeFS
- Better fit for version control
The Bottom Line
Iterative Studio is our pick.
Frequently Asked Questions
Is Iterative Studio or LakeFS better?
Iterative Studio scores high/100 in our evaluation. Both are freemium.
What are Iterative Studio and LakeFS used for?
Iterative Studio: Collaborative platform for machine learning teams to manage and track experiments.. LakeFS: Apply Git-like version control to your data lake for reproducible AI and streamlined data workflows..
What does Iterative Studio cost vs LakeFS?
Iterative Studio is freemium (free tier + paid plans). LakeFS is freemium (free tier + paid plans). Visit their websites for detailed pricing.