Head-to-head · Feature Store Software
Hopsworks Feature Store vs Amazon SageMaker Feature Store
Hopsworks Feature Store leads on 1 check, Amazon SageMaker Feature Store on 0, and 4 are even. Who comes out ahead on the 5 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.
Our verdict
- Highest scoreHopsworks Feature Store · 9.4/10
- Free planonly Hopsworks Feature Store
- Most featuresHopsworks Feature Store · 4 of 4
Hopsworks Feature Store scores higher on our rubric for feature store software: 9.4 against 8.3 out of 10; our editors rank them #1 and #9.
Hopsworks Feature Store offers free plan; Amazon SageMaker Feature Store doesn't. On deployment model, Hopsworks Feature Store gives you Both where Amazon SageMaker Feature Store offers Cloud.
Hopsworks Feature Store is the better fit for organizations needing governed feature operations. Amazon SageMaker Feature Store is the better fit for AWS-native ML teams.
- Hopsworks Feature Store fits best
Organizations needing governed feature operations
- Amazon SageMaker Feature Store fits best
AWS-native ML teams
Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.
Side by side
| Feature | Hopsworks Feature Store 9.4/10 Visit ↗ | Amazon SageMaker Feature Store 8.3/10 Visit ↗ |
|---|---|---|
| At a glance | ||
| Editor score | 9.4 | 8.3 |
| Ranking | #1 in Feature Store Software | #9 in Feature Store Software |
| Best for | Organizations needing governed feature operations | AWS-native ML teams |
| Pricing model | Free plan + paid | Paid |
| Starting price | — | — |
| Free plan | ✓ (best) | — |
| Free trial | — | — |
| Deployment | Cloud, Self-hosted | Cloud |
| Platforms | Web | Web |
| Integrations | 19 integrations | 10 integrations |
| Built for | Small business, Mid-market, Enterprise | Mid-market, Enterprise |
| Features Hopsworks Feature Store 4/4 · Amazon SageMaker Feature Store 3/4 | ||
| Online store | ✓ | ✓ |
| Offline store | ✓ | ✓ |
| Point-in-time joins | ✓ | ✓ |
| Feature monitoring | ✓ (best) | Not checked yet |
| Specs | ||
| Deployment model | Both | Cloud |
| Serving modes | Both | Both |
| Our review | ||
| Pros |
|
|
| Cons |
|
|
| Our verdict | Hopsworks Feature Store is a feature management platform for data scientists, data engineers, and machine learning teams. It brings online storage for low-latency serving together with offline storage for training and batch inference. The… Read the review → |
Amazon SageMaker Feature Store is a fully managed service for storing, sharing, managing, and serving machine learning features. It is designed for teams that need both low-latency online lookups for real-time inference and offline storage… Read the review → |
Strengths and trade-offs
Hopsworks Feature Store — where it wins
- Online and offline stores support serving, training, and batch inference.
- Point-in-time-correct data generation helps align historical training data.
- Hosted and self-hosted deployment includes cloud, on-premises, and air-gapped options.
Where it doesn't
- The Free plan includes only 1 project.
- Free and SaaS plans provide community support rather than dedicated support.
- Enterprise features such as air-gapped deployment require the Enterprise plan.
Amazon SageMaker Feature Store — where it wins
- Online and offline stores support serving, training, and batch inference.
- Point-in-time queries help retrieve historical values for model training.
- Cataloging, lineage, SQL access, and AWS integrations support feature reuse.
Where it doesn't
- Usage-based costs vary by storage, throughput, Region, and volume.
- Cloud deployment and AWS integrations may not fit non-AWS teams.
- Feature monitoring is not among the described capabilities.
- Hopsworks Feature Store9.4/10 · Free plan
A governed feature store spanning training, serving, monitoring, and deployment.
Visit HopsworksFull verdict → - Amazon SageMaker Feature Store8.3/10 · Paid
A managed AWS feature store for real-time serving, training data, and feature governance.
Visit AWSFull verdict →
More comparisons
- Hopsworks Feature Store vs Feast
- Hopsworks Feature Store vs Chalk
- Hopsworks Feature Store vs Databricks Feature Store
- Hopsworks Feature Store vs Snowflake Feature Store
- Hopsworks Feature Store vs Chronon
- Hopsworks Feature Store vs Feathr
- Hopsworks Feature Store vs OpenMLDB
All feature store software comparisons → · Full ranking →
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update