Machine Learning · alternatives
Alternatives to Anaconda
22 machine learning tools sit alongside Anaconda in this directory. Below is what separates each from Anaconda 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
- 11
- Anaconda starts at
- Free, then $15/month
Why people look past Anaconda
Nothing on the record flags a reason to move. Anaconda has a free tier, and starts at $15/month against a category median of $21.95/month. People still switch over fit and workflow, and those are not things a catalogue entry can measure, which is what the comparisons below are for.
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.
Interactive computing across all programming languages
Priced and rated the same as Anaconda on the figures we hold. The difference, if there is one, is in the feature records.
Browser-based platform where visual data preparation and written code share one pipeline
- Starts $15 a month cheaper, at Free.
- 2 tiers to Anaconda's 3.
The IDE for Professional Python Development
- Starts $9.899999999999999 a month dearer, at $24.9/month.
- 2 tiers to Anaconda's 3.
Open source data analytics and integration platform
- Starts $4 a month dearer, at $19/month.
- 4 tiers to Anaconda's 3.
Open-source MLOps platform for experiment tracking and orchestration
- 1 tier to Anaconda's 3.
LLM engineering platform for testing and evaluating AI agents in production
- Starts $14 a month dearer, at €29/month.
Every Anaconda 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 |
|---|---|---|---|---|
| Anaconda (this page) | Free, then $15/month | - | 3 | |
| JupyterOpen-source notebook environment for interactive data science and Python development. | Free | - | - | vs Anaconda |
| DataikuEnd-to-end data science platform with GUI-based data preparation and modeling. | Free | Freemium | 2 | vs Anaconda |
| PyCharmFull-featured Python IDE with integrated data science and debugging tools. | Free, then $24.9/month | Subscription | 2 | vs Anaconda |
| KNIMEVisual data science platform with no-code workflow builder and similar package management. | Free, then $19/month | Freemium | 4 | vs Anaconda |
| ClearML | Free | Open-source self-hosted, with paid hosted and enterprise tiers | 1 | vs Anaconda |
| Langwatch | Free, then €29/month | Tiered subscription with usage-based overage charges | 3 | vs Anaconda |
| Haystack | Free | Open-source with optional paid enterprise support | 2 | vs Anaconda |
| Semantic Kernel | Free | Open source, no pricing | 1 | vs Anaconda |
| H2O.ai | Free | Freemium | 2 | vs Anaconda |
| Dask | Free | Open-source | 1 | vs Anaconda |
| IBM SPSS | Free, then $99/month | Subscription | 2 | vs Anaconda |
| JMP | Free | Subscription | 2 | vs Anaconda |
| BentoML | Free | Freemium | 2 | vs Anaconda |
| Comet ML | Free, then $19/month | Freemium | 4 | vs Anaconda |
| Hugging Face | Free | - | - | vs Anaconda |
| Azure Machine Learning | Free | Usage-based | 2 | vs Anaconda |
| BigQuery ML | Free | Usage-based | 2 | vs Anaconda |
| Domino Data Lab | Free | Subscription | 2 | vs Anaconda |
| DVC | Free | Open-source | 2 | vs Anaconda |
| Fal AI | $1.89/hour | Usage-based | 2 | vs Anaconda |
| Groq | On request | Quote | - | vs Anaconda |
| DataRobot | Free | Subscription | 2 | vs Anaconda |
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 Anaconda badges page.
Cheaper ways to solve the same problem
Cheaper than Anaconda (11)
Entry price under Anaconda's $15/month. The record does not say what unit that price is charged in, so confirm per-seat versus flat rate before comparing budgets.
- Dataiku , Free
- H2O.ai , Free
- Dask , Free
- JMP , Free
- BentoML , Free
- Azure Machine Learning , Free
- BigQuery ML , Free
- Domino Data Lab , Free
What you would be giving up
Anaconda 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 Anaconda is broadly right and the question is cost, the Anaconda 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.
Anaconda runs on windows, macos, linux, web/cloud. 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 Anaconda alternatives
- What are the main alternatives to Anaconda?
- 22 other machine learning tools are listed in this directory, led by Jupyter, Dataiku, PyCharm, KNIME. They are ordered by the aggregated rating on each catalogue entry, not by any Softwr ranking.
- What is the best free alternative to Anaconda?
- 19 of the alternatives listed here can be used without paying: Jupyter, Dataiku, PyCharm, KNIME, ClearML.
- Is there a cheaper alternative to Anaconda?
- Yes. 11 of the alternatives below start under Anaconda's $15/month: Dataiku at Free, H2O.ai at Free, Dask at Free, JMP at Free.
- Is there a reason to switch away from Anaconda?
- Nothing in the data flags one. Anaconda has a free tier, and starts at $15/month against a category median of $21.95/month. Fit and workflow are the usual reasons to move, and those are not things this record can measure.
- What would I give up by switching from Anaconda?
- Anaconda 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 Anaconda?
- Dask, DVC are recorded with an open-source licence model.
- How were these Anaconda 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 Anaconda against one of these directly?
- Every alternative below has a side-by-side page against Anaconda 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 Anaconda. The category page lists the rest of the catalogue as it grows.