Machine Learning · alternatives
Alternatives to MLflow
22 machine learning tools sit alongside MLflow in this directory. Below is what separates each from MLflow on the figures we hold, price, model, tier count and rating, and a direct comparison for every one.
- Alternatives listed
- 22
- With a free tier
- 19
- Cheaper to start
- 0
- MLflow starts at
- Free
Why people look past MLflow
Only what the record supports. Each point below is a figure on the MLflow entry measured against the tools listed beside it.
There is only one tier
MLflow publishes a single plan, Open Source at Free. There is no smaller tier to drop to if the fit is wrong or the budget moves.
What each alternative does differently
Ordered by the aggregated rating on each catalogue entry. Differences are drawn from price, pricing model, tier count and rating, the fields the category listing carries. For a feature-level difference, follow the head-to-head link on each card: those pages read both full records.
Developer tools for machine learning
- Starts $60 a month dearer, at $60/month.
- 3 tiers to MLflow's 1.
Platform for tracking, comparing, and optimizing ML experiments
- Starts $19 a month dearer, at $19/month.
- Sold on a freemium model rather than open-source.
- 4 tiers to MLflow's 1.
Git-style versioning for data sets and models, with the files kept in object storage
- 2 tiers to MLflow's 1.
Machine learning toolkit for Kubernetes
Priced and rated the same as MLflow on the figures we hold. The difference, if there is one, is in the feature records.
Open-source MLOps platform for experiment tracking and orchestration
- Sold on a Open-source self-hosted, with paid hosted and enterprise tiers model rather than open-source.
LLM engineering platform for testing and evaluating AI agents in production
- Starts $29 a month dearer, at €29/month.
- Sold on a Tiered subscription with usage-based overage charges model rather than open-source.
- 3 tiers to MLflow's 1.
Every MLflow alternative at a glance
A dash means the catalogue entry carries no figure, not that the answer is nothing.
| Tool | Entry price | Model | Tiers | Head to head |
|---|---|---|---|---|
| MLflow (this page) | Free | Open-source | 1 | |
| Weights & BiasesCloud-first experiment tracking with real-time dashboards, visualization, and strong team collaboration features | Free, then $60/month | - | 3 | vs MLflow |
| Comet MLCommercial experiment tracking platform with production monitoring and model governance capabilities | Free, then $19/month | Freemium | 4 | vs MLflow |
| DVCOpen-source alternative focused on data versioning and experiment tracking with Git-like workflows | Free | Open-source | 2 | vs MLflow |
| KubeflowOpen-source ML platform for end-to-end orchestration and deployment on Kubernetes with pipeline management | Free | - | - | vs MLflow |
| ClearML | Free | Open-source self-hosted, with paid hosted and enterprise tiers | 1 | vs MLflow |
| Langwatch | Free, then €29/month | Tiered subscription with usage-based overage charges | 3 | vs MLflow |
| Haystack | Free | Open-source with optional paid enterprise support | 2 | vs MLflow |
| Semantic Kernel | Free | Open source, no pricing | 1 | vs MLflow |
| H2O.ai | Free | Freemium | 2 | vs MLflow |
| Dask | Free | Open-source | 1 | vs MLflow |
| IBM SPSS | Free, then $99/month | Subscription | 2 | vs MLflow |
| JMP | Free | Subscription | 2 | vs MLflow |
| Anaconda | Free, then $15/month | - | 3 | vs MLflow |
| BentoML | Free | Freemium | 2 | vs MLflow |
| Dataiku | Free | Freemium | 2 | vs MLflow |
| Hugging Face | Free | - | - | vs MLflow |
| Azure Machine Learning | Free | Usage-based | 2 | vs MLflow |
| BigQuery ML | Free | Usage-based | 2 | vs MLflow |
| Domino Data Lab | Free | Subscription | 2 | vs MLflow |
| Fal AI | $1.89/hour | Usage-based | 2 | vs MLflow |
| Groq | On request | Quote | - | vs MLflow |
| DataRobot | Free | Subscription | 2 | vs MLflow |
Ratings are aggregated from third-party sources and imported with each catalogue entry; Softwr hosts no reviews of these products. How each figure is used is set out on the MLflow badges page.
Cheaper ways to solve the same problem
Free to start (19)
These publish a tier that costs nothing, so they can be evaluated before any money changes hands.
- Weights & Biases , Free, then $60/month
- Comet ML , Free, then $19/month
- DVC , Free
- Kubeflow , Free
- ClearML , Free
- Langwatch , Free, then €29/month
- Haystack , Free
- Semantic Kernel , Free
What you would be giving up
MLflow is most often brought in for machine learning, data analysis, model training, predictive analytics. Anything replacing it has to cover the ones you actually depend on, and a cheaper tool that misses one of them is not cheaper.
Two things this page cannot settle. It compares on price, model, tier count and rating, because those are the fields the category listing carries, feature-level differences need both full records, which is what the head-to-head pages load. And the ratings are third-party aggregates imported with each entry rather than reviews written here, so a 0.2 difference between two tools is noise rather than a finding.
If MLflow is broadly right and the question is cost, the MLflow pricing breakdown covers every tier and what each one adds. If you want the whole field rather than a shortlist, the Machine Learning category lists everything the directory holds, and best machine learning tools ranks them.
MLflow runs on web, python api, rest api. Platform coverage is not carried on the category listing for the alternatives, so it is one more thing to check on each head-to-head page rather than here.
Questions about MLflow alternatives
- What are the main alternatives to MLflow?
- 22 other machine learning tools are listed in this directory, led by Weights & Biases, Comet ML, DVC, Kubeflow. They are ordered by the aggregated rating on each catalogue entry, not by any Softwr ranking.
- What is the best free alternative to MLflow?
- 19 of the alternatives listed here can be used without paying: Weights & Biases, Comet ML, DVC, Kubeflow, ClearML.
- Why do people look for an alternative to MLflow?
- On the figures on record, one thing stands out: there is only one tier. Each is set out with the numbers behind it above.
- What would I give up by switching from MLflow?
- MLflow is most often brought in for machine learning, data analysis, model training, predictive analytics. Anything you replace it with has to cover the ones you actually rely on, the side-by-side comparisons linked from each alternative below put the two feature records against each other.
- Is there an open-source alternative to MLflow?
- DVC, Dask are recorded with an open-source licence model.
- How were these MLflow alternatives chosen?
- They are the tools filed in the same category, Machine Learning, ordered by the aggregated rating on each entry. There is no editorial shortlist, and nothing on this page is paid: no sponsored placement runs on alternatives pages and the order cannot be bought. Softwr has not used these products.
- Where can I compare MLflow against one of these directly?
- Every alternative below has a side-by-side page against MLflow covering price, platforms, features and what each one is used for. Those pages read the full record for both products rather than the summary shown here.
- Does this list cover every machine learning tool?
- No. It covers what this directory holds in the Machine Learning category, 22 tools beside MLflow. The category page lists the rest of the catalogue as it grows.