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Comparison

Amazon SageMaker Feature Store vs Vertex AI Feature Store

On the evidence we track, Amazon SageMaker Feature Store leads this comparison with a composite score of 61/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Amazon SageMaker Feature Store full profile →Vertex AI Feature Store full profile →

Machine formatsJSON Markdown GraphQLor send Accept: application/json

★Amazon SageMaker Feature Store61

Vertex AI Feature Store14

Attribute comparison across 2 tools
Attribute	Amazon SageMaker Feature StoreLeader	Vertex AI Feature Store
Vioscale score	61 / 100medium · 62%	14 / 100low · 3%
Pricing
Free tierpricing.free_tier	✓	-
Modelpricing.model	freemium	commercial
Price levelpricing.price_level	low	-
Starting pricepricing.starting_price	$0.00	-
Transparentpricing.transparent	✓	-
Integrations
Countintegrations.count	8	2
Security
Fedrampsecurity.fedramp	✓	-
Gdprsecurity.gdpr	✓	-
Hipaasecurity.hipaa	✓	-
Pcisecurity.pci	✓	-
Reliability
Status pagereliability.status_page	✓	-
Market
Availabilitymarket.availability	Available worldwide · Popular in US · HQ US	-

Score

Vioscale score

Amazon SageMaker Feature Store61 / 100medium · 62%

Vertex AI Feature Store14 / 100low · 3%

Pricing

Free tier

Amazon SageMaker Feature Store✓

Vertex AI Feature Store–

Model

Amazon SageMaker Feature Storefreemium

Vertex AI Feature Storecommercial

Price level

Amazon SageMaker Feature Storelow

Vertex AI Feature Store–

Starting price

Amazon SageMaker Feature Store$0.00

Vertex AI Feature Store–

Transparent

Amazon SageMaker Feature Store✓

Vertex AI Feature Store–

Integrations

Count

Amazon SageMaker Feature Store8

Vertex AI Feature Store2

Security

Fedramp

Amazon SageMaker Feature Store✓

Vertex AI Feature Store–

Gdpr

Amazon SageMaker Feature Store✓

Vertex AI Feature Store–

Hipaa

Amazon SageMaker Feature Store✓

Vertex AI Feature Store–

Pci

Amazon SageMaker Feature Store✓

Vertex AI Feature Store–

Reliability

Status page

Amazon SageMaker Feature Store✓

Vertex AI Feature Store–

Market

Availability

Amazon SageMaker Feature StoreAvailable worldwide · Popular in US · HQ US

Vertex AI Feature Store–

Capabilities

Feature-by-feature on the axes that matter for feature stores. “-” means undocumented, not absent.

Capability comparison for Feature Stores
Capability	Amazon SageMaker Feature Store	Vertex AI Feature Store
Capabilities
Point in time correctness	-	-
Feature registry catalog	-	-
Streaming features	-	-
On demand transforms	-	-
Deployment model	-	-
Drift monitoring	-	-
Embeddings vector support	-	-
Multi cloud	-	-
RBAC governance	-	-
Lineage tracking	-	-
Pricing model	-	-

Capabilities

Point in time correctness

Amazon SageMaker Feature Store-

Vertex AI Feature Store-

Feature registry catalog

Amazon SageMaker Feature Store-

Vertex AI Feature Store-

Streaming features

Amazon SageMaker Feature Store-

Vertex AI Feature Store-

On demand transforms

Amazon SageMaker Feature Store-

Vertex AI Feature Store-

Deployment model

Amazon SageMaker Feature Store-

Vertex AI Feature Store-

Drift monitoring

Amazon SageMaker Feature Store-

Vertex AI Feature Store-

Embeddings vector support

Amazon SageMaker Feature Store-

Vertex AI Feature Store-

Multi cloud

Amazon SageMaker Feature Store-

Vertex AI Feature Store-

RBAC governance

Amazon SageMaker Feature Store-

Vertex AI Feature Store-

Lineage tracking

Amazon SageMaker Feature Store-

Vertex AI Feature Store-

Pricing model

Amazon SageMaker Feature Store-

Vertex AI Feature Store-

What each one is

The product in its own terms, so the numbers below have context.

Amazon SageMaker Feature Store

Leader

A unified storage system that enables organizations to manage machine learning features for both training and real-time inference. It supports separate offline storage for batch training and online storage for real-time predictions, while providing access controls, feature discovery, and synchronization across teams.

Independently observed

Vertex AI Feature Store

Vertex AI Feature Store provides centralized feature management capabilities by layering metadata and online serving functionality on top of BigQuery datasets. It enables teams to store, discover, share, and serve ML features without duplicating data, while supporting embeddings and vector similarity searches.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Amazon SageMaker Feature Store

Leader

from $0.00/secondUsage-basedFree tier

Usage-based pricing with per-second compute billing. Free tier includes 250 hours on ml.t3.medium for 2 months. Savings Plans available for committed usage.

On-DemandPay per second used, no commitment required
- Per-second compute billing
- Real-time inference
- Batch transform
- Feature monitoring
- Data lineage
Savings PlansUp to 64% discount with usage commitment
- Up to 64% savings versus on-demand
- Flexible across instance families and regions
- Automatic application to eligible usage

as of 2026-08-19verify ↗

Vertex AI Feature Store

Pricing not documented yet.

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platform and deployment support comparison
Supports	Amazon SageMaker Feature Store	Vertex AI Feature Store
WebPlatforms	✓	-
CLIPlatforms	✓	-
Cloud / SaaSDeployment	✓	✓

Platforms

Web

Amazon SageMaker Feature Store✓

Vertex AI Feature Store–

CLI

Amazon SageMaker Feature Store✓

Vertex AI Feature Store–

Deployment

Cloud / SaaS

Amazon SageMaker Feature Store✓

Vertex AI Feature Store✓

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

Amazon SageMaker Feature Store

Leader

8 total

Apache Spark
Amazon S3
Amazon Redshift
AWS Lake Formation
Snowflake
Databricks Delta Lake
AWS CloudWatch
AWS Glue Data Catalog

Independently observed

Vertex AI Feature Store

2 total

BigQuery
Knowledge Catalog

Independently observed

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.