LakeFS vs Iterative Studio: Which Should You Choose in 2026?
Choosing between LakeFS and Iterative Studio 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:
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.
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.
| At a Glance |  LakeFS |  Iterative Studio |
|---|---|---|
Price | Free + Paid | Free + Paid |
Best For | Version Control | Data Visualization |
Rating | —/100 | —/100 |
| Feature | LakeFS | Iterative Studio |
|---|---|---|
| Pricing Model | Freemium | Freemium |
| Editorial Score | — | — |
| Community Rating | No ratings yet | No ratings yet |
| Total Reviews | 0 | 0 |
| Community Upvotes | 0 | 0 |
| Categories | Version ControlETL & Data Pipelines | Data VisualizationVersion Control |
How LakeFS and Iterative Studio Compare
LakeFS
Apply Git-like version control to your data lake for reproducible AI and streamlined data workflows.
Free tier available
Iterative Studio
Collaborative platform for machine learning teams to manage and track experiments.
Free tier available
LakeFS is a version control tool. Iterative Studio is in data visualization.
Who Should Use What?
On a budget?
Both are freemium. Compare plans on their websites.
Go with: LakeFS
Want the highest-rated option?
Neither has been rated yet.
Go with: LakeFS
Value user reviews?
Neither has user reviews yet.
Go with: LakeFS
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?
LakeFS is a version control tool. Iterative Studio is in data visualization. Pick the category that matches your needs.
How important are ratings?
Not all tools have been rated yet.
Key Takeaways
LakeFS
- Free tier available
- Our pick for this comparison
Iterative Studio
- Better fit for data visualization
The Bottom Line
LakeFS is our pick.
Frequently Asked Questions
Is LakeFS or Iterative Studio better?
LakeFS scores high/100 in our evaluation. Both are freemium.
What are LakeFS and Iterative Studio used for?
LakeFS: Apply Git-like version control to your data lake for reproducible AI and streamlined data workflows.. Iterative Studio: Collaborative platform for machine learning teams to manage and track experiments..
What does LakeFS cost vs Iterative Studio?
LakeFS is freemium (free tier + paid plans). Iterative Studio is freemium (free tier + paid plans). Visit their websites for detailed pricing.