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Open-Source
For improving ML velocity and standardizing how features are defined, managed, and served
Feature Repository
Batch Transformations
Monitoring & Alerting
Lineage & Tracking
Search & Discovery
Community Support
Enterprise
For working with real-time
and/or sensitive data
and/or sensitive data
User Management and Access Control
Audit Logs and Reporting
Streaming Features
Custom Providers and Integrations
Configuration and Deployment
Customer SLAs and Dedicated Support Hours
Comparison
Feature Management & Definitions
Open-Source
Enterprise
Declarative Feature Definitions
Open-Source
Enterprise
Feature Versioning
Open-Source
Enterprise
Feature Lineage
Open-Source
Enterprise
Centralized Repository of Features
Open-Source
Enterprise
Feature Discovery & Sharing
Open-Source
Enterprise
Point-in-time Correctness
Open-Source
Enterprise
User Interface & Experience
Dashboard UI
Open-Source
Enterprise
Python CLI
Open-Source
Enterprise
Search and Discover
Open-Source
Enterprise
Resource Tagging
Open-Source
Enterprise
Feature Grouping
Open-Source
Enterprise
User Management
Open-Source
Enterprise
Feature Monitoring & Alerting
Uptime Monitoring
Open-Source
Enterprise
Latency/Throughput Monitoring
Open-Source
Enterprise
Feature Drift Monitoring
Open-Source
Enterprise
Feature Analysis
Open-Source
Enterprise
PagerDuty Events
Open-Source
Enterprise
Slack Alerts
Open-Source
Enterprise
Embeddings & LLMs
Embedding Management
Open-Source
Enterprise
Vector DB Support
Open-Source
Enterprise
Data Infrastructure Support
Databricks
Open-Source
Enterprise
Snowflake
Open-Source
Enterprise
Reddis
Open-Source
Enterprise
Dynamo DB
Open-Source
Enterprise
Mongo DB
Open-Source
Enterprise
Oracle / SAP / SAS
Open-Source
Enterprise
Custom Integrations
Open-Source
Enterprise
Deployment & Integration
Amazon Web Services
Open-Source
Enterprise
Google Cloud Platform
Open-Source
Enterprise
Azure Cloud Platform
Open-Source
Enterprise
Kubernetes
Open-Source
Enterprise
No K8s
Open-Source
Enterprise
On-Premise Deployment
Open-Source
Enterprise
Deployment Support
Open-Source
Enterprise
Support
Response Time
Best Effort
SLA
Uptime SLAs
Open-Source
Enterprise
Customized Training
Open-Source
Enterprise
Real-Time & Stream Processing
On-Demand Features
Open-Source
Enterprise
Stream Features
Open-Source
Enterprise
Security & Governance
Governance & Access Control
Open-Source
Enterprise
SSO / SAML
Open-Source
Enterprise
Okta
Open-Source
Enterprise
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