Machine Learning · alternatives
Alternatives to Snowflake
22 machine learning tools sit alongside Snowflake in this directory. Below is what separates each from Snowflake 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
- 18
- Cheaper to start
- -
- Snowflake starts at
- Free
Why people look past Snowflake
Only what the record supports. Each point below is a figure on the Snowflake entry measured against the tools listed beside it.
Cost climbs steeply across the tiers
Snowflake publishes 4 tiers, from On request up to On request. Teams that outgrow the entry plan can find the next rung a large step, the Snowflake pricing page breaks each one down.
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.
Build, train, and deploy machine learning models at scale
- Publishes an entry price of $0.04/hour, where Snowflake does not.
Unified ML platform to build, deploy, and scale AI models
- No free tier, where Snowflake has one.
Microsoft's managed platform for training, tracking and deploying models on Azure
- Publishes an entry price of Free, where Snowflake does not.
- 2 tiers to Snowflake's 4.
Enterprise AI platform for automated machine learning
- No free tier, where Snowflake has one.
- Publishes an entry price of Free, where Snowflake does not.
- 2 tiers to Snowflake's 4.
Open-source MLOps platform for experiment tracking and orchestration
- 1 tier to Snowflake's 4.
LLM engineering platform for testing and evaluating AI agents in production
- Publishes an entry price of €29/month, where Snowflake does not.
- 3 tiers to Snowflake's 4.
Every Snowflake 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 |
|---|---|---|---|---|
| Snowflake (this page) | Free | - | 4 | |
| AWS SageMakerBuild, train, and deploy machine learning models at scale | Free, then $0.04/hour | - | - | vs Snowflake |
| Google Vertex AIUnified ML platform to build, deploy, and scale AI models | On request | - | - | vs Snowflake |
| Azure Machine LearningEnterprise-grade machine learning service | Free | Usage-based | 2 | vs Snowflake |
| DataRobotEnterprise AI platform for automated machine learning | Free | Subscription | 2 | vs Snowflake |
| ClearML | Free | Open-source self-hosted, with paid hosted and enterprise tiers | 1 | vs Snowflake |
| Langwatch | Free, then €29/month | Tiered subscription with usage-based overage charges | 3 | vs Snowflake |
| Haystack | Free | Open-source with optional paid enterprise support | 2 | vs Snowflake |
| Semantic Kernel | Free | Open source, no pricing | 1 | vs Snowflake |
| H2O.ai | Free | Freemium | 2 | vs Snowflake |
| Dask | Free | Open-source | 1 | vs Snowflake |
| IBM SPSS | Free, then $99/month | Subscription | 2 | vs Snowflake |
| JMP | Free | Subscription | 2 | vs Snowflake |
| Anaconda | Free, then $15/month | - | 3 | vs Snowflake |
| BentoML | Free | Freemium | 2 | vs Snowflake |
| Dataiku | Free | Freemium | 2 | vs Snowflake |
| Comet ML | Free, then $19/month | Freemium | 4 | vs Snowflake |
| Hugging Face | Free | - | - | vs Snowflake |
| BigQuery ML | Free | Usage-based | 2 | vs Snowflake |
| Domino Data Lab | Free | Subscription | 2 | vs Snowflake |
| DVC | Free | Open-source | 2 | vs Snowflake |
| Fal AI | $1.89/hour | Usage-based | 2 | vs Snowflake |
| Groq | On request | Quote | - | vs Snowflake |
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 Snowflake badges page.
Cheaper ways to solve the same problem
Free to start (18)
These publish a tier that costs nothing, so they can be evaluated before any money changes hands.
- AWS SageMaker , Free, then $0.04/hour
- Azure Machine Learning , Free
- ClearML , Free
- Langwatch , Free, then €29/month
- Haystack , Free
- Semantic Kernel , Free
- H2O.ai , Free
- Dask , Free
What you would be giving up
Snowflake is most often brought in for cloud data warehousing and sql analytics, data engineering and elt pipelines, data sharing and marketplace, ai/ml workloads via snowpark and cortex, bi backend for tools such as tableau and power bi. 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 Snowflake is broadly right and the question is cost, the Snowflake 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.
Snowflake runs on web, 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 Snowflake alternatives
- What are the main alternatives to Snowflake?
- 22 other machine learning tools are listed in this directory, led by AWS SageMaker, Google Vertex AI, Azure Machine Learning, DataRobot. They are ordered by the aggregated rating on each catalogue entry, not by any Softwr ranking.
- What is the best free alternative to Snowflake?
- 18 of the alternatives listed here can be used without paying: AWS SageMaker, Azure Machine Learning, ClearML, Langwatch, Haystack.
- Why do people look for an alternative to Snowflake?
- On the figures on record, one thing stands out: cost climbs steeply across the tiers. Each is set out with the numbers behind it above.
- What would I give up by switching from Snowflake?
- Snowflake is most often brought in for cloud data warehousing and sql analytics, data engineering and elt pipelines, data sharing and marketplace, ai/ml workloads via snowpark and cortex, bi backend for tools such as tableau and power bi. 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 Snowflake?
- Dask, DVC are recorded with an open-source licence model.
- How were these Snowflake 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 Snowflake against one of these directly?
- Every alternative below has a side-by-side page against Snowflake 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 Snowflake. The category page lists the rest of the catalogue as it grows.