Machine Learning & Data Science · alternatives
Alternatives to Orange
20 machine learning & data science tools sit alongside Orange in this directory. Below is what separates each from Orange on the figures we hold, price, model, tier count and rating, and a direct comparison for every one.
- Alternatives listed
- 20
- With a free tier
- 17
- Cheaper to start
- 0
- Orange starts at
- Free
Why people look past Orange
Only what the record supports. Each point below is a figure on the Orange entry measured against the tools listed beside it.
There is only one tier
Orange 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.
Statistical analysis software for data science
- Starts $99 a month dearer, at $99/month.
- Sold on a subscription model rather than open-source.
- 2 tiers to Orange's 1.
Everyday AI, Extraordinary People
- Sold on a freemium model rather than open-source.
- 2 tiers to Orange's 1.
Build production-ready ML applications
- Sold on a freemium model rather than open-source.
- 2 tiers to Orange's 1.
AI Cloud for building and deploying AI applications
- Sold on a freemium model rather than open-source.
- 2 tiers to Orange's 1.
Enterprise MLOps platform
- Sold on a subscription model rather than open-source.
- 2 tiers to Orange's 1.
Scalable analytics in Python
Priced and rated the same as Orange on the figures we hold. The difference, if there is one, is in the feature records.
Every Orange 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 |
|---|---|---|---|---|
| Orange (this page) | Free | Open-source | 1 | |
| IBM SPSS | Free, then $99/month | Subscription | 2 | vs Orange |
| Dataiku | Free | Freemium | 2 | vs Orange |
| BentoML | Free | Freemium | 2 | vs Orange |
| H2O.ai | Free | Freemium | 2 | vs Orange |
| Domino Data Lab | Free | Subscription | 2 | vs Orange |
| Dask | Free | Open-source | 1 | vs Orange |
| JMP | Free | Subscription | 2 | vs Orange |
| Anaconda | Free, then $15/month | - | 3 | vs Orange |
| BigQuery ML | Free | Usage-based | 2 | vs Orange |
| DVC | Free | Open-source | 2 | vs Orange |
| Comet ML | Free | Freemium | 2 | vs Orange |
| Hugging Face | Free | - | - | vs Orange |
| Azure Machine Learning | Free | Usage-based | 2 | vs Orange |
| Databricks | Free | Usage-based | 2 | vs Orange |
| Alteryx | Free | Subscription | 2 | vs Orange |
| AWS SageMaker | Free, then $0.04/hour | - | - | vs Orange |
| Cohere | Free, then $0.4/per-million-tokens | Usage-based | 2 | vs Orange |
| DataRobot | Free | Subscription | 2 | vs Orange |
| Groq | On request | Quote | - | vs Orange |
| Google Vertex AI | On request | - | - | vs Orange |
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 Orange badges page.
Cheaper ways to solve the same problem
What you would be giving up
Orange is most often brought in for visual programming for data mining and machine learning workflows, teaching data science without writing code, exploratory data visualisation and clustering on tabular data. 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 Orange is broadly right and the question is cost, the Orange pricing breakdown covers every tier and what each one adds. If you want the whole field rather than a shortlist, the Machine Learning & Data Science category lists everything the directory holds, and best machine learning & data science tools ranks them.
Orange runs on linux, mac, windows. 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 Orange alternatives
- What are the main alternatives to Orange?
- 20 other machine learning & data science tools are listed in this directory, led by IBM SPSS, Dataiku, BentoML, H2O.ai. They are ordered by the aggregated rating on each catalogue entry, not by any Softwr ranking.
- What is the best free alternative to Orange?
- 17 of the alternatives listed here can be used without paying: IBM SPSS, Dataiku, BentoML, H2O.ai, Domino Data Lab.
- Why do people look for an alternative to Orange?
- 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 Orange?
- Orange is most often brought in for visual programming for data mining and machine learning workflows, teaching data science without writing code, exploratory data visualisation and clustering on tabular data. 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 Orange?
- Dask, DVC are recorded with an open-source licence model.
- How were these Orange alternatives chosen?
- They are the tools filed in the same category, Machine Learning & Data Science, ordered by the aggregated rating on each entry. There is no editorial shortlist, and nothing on this page is paid: no sponsored slot runs on alternatives pages and the order cannot be bought. Softwr has not used these products.
- Where can I compare Orange against one of these directly?
- Every alternative below has a side-by-side page against Orange 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 & data science tool?
- No. It covers what this directory holds in the Machine Learning & Data Science category, 20 tools beside Orange. The category page lists the rest of the catalogue as it grows.