Software · head to head
Snowflake vs Comet ML
Comet ML
Software
Platform for tracking, comparing, and optimizing ML experiments
- From
- Free
- Rated
- -
The short version
- Each has a real cost: Snowflake no flat subscription price is published - cost varies by edition, cloud provider, and region and requires a separate calculator or credit-consumption table; Comet ML the free cloud tier caps data at 25,000 spans a month with 60 day retention
- They diverge on capability: Snowflake covers Separated Compute/Storage, Comet ML covers Experiment tracking.
Where they differ
Only the attributes on which Snowflake and Comet ML actually diverge.
Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated), category (Unknown).
What each one covers
Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.
Only in Snowflake
- Separated Compute/Storage
- Near-zero Maintenance
- Data Sharing
- Time Travel
- Cloning
- Multi-cluster Warehouse
- Semi-structured Data
- dbt
Only in Comet ML
- Experiment tracking
- Code versioning
- Model registry
- Hyperparameter optimization
- Production monitoring
- PyTorch
- TensorFlow
- Keras
Both cover
- Web support
What people use each for
The jobs each tool is most often brought in to do.
Snowflake
- Cloud data warehousing and SQL analyticsnot Comet ML
- Data engineering and ELT pipelinesnot Comet ML
- Data sharing and marketplacenot Comet ML
- AI/ML workloads via Snowpark and Cortexnot Comet ML
- BI backend for tools such as Tableau and Power BInot Comet ML
Comet ML
- Tracking machine learning experiments, metrics and model versionsnot Snowflake
- Monitoring and evaluating LLM applications with tracingnot Snowflake
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Snowflake
- No flat subscription price is published - cost varies by edition, cloud provider, and region and requires a separate calculator or credit-consumption table
- Free trial is capped at $400 in credits or 30 days, whichever comes first, not a perpetual free tier
- During the trial, certain features (external network access, hybrid tables, Openflow) are capped at 10 credits/day until a payment method is added
- Total cost combines compute credits, storage, and data transfer billed separately
Comet ML
- The free cloud tier caps data at 25,000 spans a month with 60 day retention
- Retention stays at 60 days even on the paid Pro plan, and extending it is a $29 per 100k spans add on
- Overage on Pro is $5 per additional 100,000 spans
- The free MLOps tier is a single user with 100 GB of storage and training hours governed by a fair usage policy
- Pro MLOps is $19 per user per month and caps the team at 10 users
Pricing, plan by plan
Snowflake
Free- Standard$undefined/mo
- Consumption-based, per-credit pricing
- Enterprise$undefined/mo
- Consumption-based, per-credit pricing
- Business Critical$undefined/mo
- Consumption-based, per-credit pricing
- Virtual Private Snowflake$undefined/mo
- Consumption-based, per-credit pricing
Comet ML
Free- FreeFree
- 100 experiments
- Basic features
- Community support
- Team$179/month
- Unlimited experiments
- Team collaboration
- Priority support
Which should you pick?
Choose Snowflake if
- You need separated compute/storage.
- You want to start without paying.
- You work on Web, API.
- You also want near-zero maintenance.
Choose Comet ML if
- You need experiment tracking.
- You want to start without paying.
- You work on Web, Linux, Mac, Windows.
- You also want code versioning.
Questions people ask
- Is Snowflake or Comet ML better?
- Neither clearly leads. Snowflake starts at Free and Comet ML at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Snowflake or Comet ML?
- Snowflake starts at Free and Comet ML at Free.
- Does Snowflake or Comet ML run on more platforms?
- Snowflake runs on Web, API. Comet ML runs on Web, Linux, Mac, Windows.
- Can I use Snowflake for free?
- Both have a free tier, so you can try either at no cost before committing.
- What is Snowflake best used for?
- Snowflake is most often used for cloud data warehousing and sql analytics, data engineering and elt pipelines, data sharing and marketplace, ai/ml workloads via snowpark and cortex. Of those, cloud data warehousing and sql analytics and data engineering and elt pipelines are not what Comet ML is typically brought in for.
- What can Snowflake do that Comet ML cannot?
- Snowflake covers Separated Compute/Storage, Near-zero Maintenance, Data Sharing, Time Travel. Comet ML covers Experiment tracking, Code versioning, Model registry, Hyperparameter optimization. Both handle Web support.