Flyte vs MLflow: Which Should You Choose in 2026?
Choosing between Flyte and MLflow 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:
Flyte
Orchestrate durable, flexible, Kubernetes-native workflows for AI/ML and data pipelines.
Best for you if:
- • Orchestrates dynamic, crash-proof AI/ML and data workflows.
- • Supports multi-language authoring with strong Python integration.
MLflow
Open-source MLOps platform
Best for you if:
- • You want the higher-rated option (8.6/10 vs 0.0/10)
- • You need something completely free
- • ML experiment tracking and versioning
- • Log metrics, parameters, and artifacts
| At a Glance |  Flyte |  MLflow |
|---|---|---|
Price | Free + Paid | Free |
Best For | Workflow Automation | Workflow Automation |
Rating | —/100 | 86/100 |
| Feature | Flyte | MLflow |
|---|---|---|
| Pricing Model | Freemium | Free |
| Editorial Score | — | 86 |
| Community Rating | No ratings yet | No ratings yet |
| Total Reviews | 0 | 0 |
| Community Upvotes | 0 | 0 |
| Categories | Workflow AutomationContainer Orchestration | Workflow AutomationAI Model Deployment |
How Flyte and MLflow Compare
Flyte
Orchestrate durable, flexible, Kubernetes-native workflows for AI/ML and data pipelines.
Free tier available
MLflow
Open-source MLOps platform
Free · 86/100 score
Who Should Use What?
On a budget?
MLflow is free. Flyte is freemium.
Go with: MLflow
Want the highest-rated option?
MLflow scores 86/100. Flyte is unrated.
Go with: MLflow
Value user reviews?
Neither has user reviews yet.
Go with: MLflow
3 Questions to Help You Decide
What's your budget?
Flyte is freemium. MLflow is free. Go with MLflow if free matters most.
What's your use case?
Both are workflow automation tools. Compare their specific features to decide.
How important are ratings?
Not all tools have been rated yet.
Key Takeaways
MLflow
- Higher score: 86/100 vs unrated
- Completely free
- Our pick for this comparison
Flyte
The Bottom Line
MLflow (86/100) is our pick.
Frequently Asked Questions
Is Flyte or MLflow better?
MLflow scores 86/100 in our evaluation. Flyte is freemium and MLflow is free.
What are Flyte and MLflow used for?
Flyte: Orchestrate durable, flexible, Kubernetes-native workflows for AI/ML and data pipelines.. MLflow: Open-source MLOps platform.
What does Flyte cost vs MLflow?
Flyte is freemium (free tier + paid plans). MLflow is completely free. Visit their websites for detailed pricing.