Vendor Name | Iguazio |
History | Feature store created by Iguazio. Includes open source components created and maintained by Iguazio |
Stand-alone vs. Platform | Part of the Iguazio Data Science Platform |
Delivery Model | Open source components, self-managed commercial, and fully-managed cloud service |
Clouds Supported | AWS, GCP, Azure, On-Prem |
Pricing Model | Cloud service: consumption pricing Self-managed: per node pricing Open source: free |
Service Level Guarantees | Uptime |
Support | 24 x 7 support & response time guarantees |
Feature Definitions | Feature transformation service for defining features (incl. transformations and materialization) Feature definitions are managed centrally |
Automated Transforms | Feature transformation pipeline to automate feature processing Managed Batch, Streaming and Real-Time Transformations Automated backfill of historical data Pipeline visualization |
Feature Ingestion | Spark and SQLAlchemy batch feature ingestion into offline & online store Spark Streaming and Nuclio feature ingestion into offline & online store |
Storage and Feature Processing Infrastructure | Online storage: Key-value database Offline storage: S3, Azure Blob, Google Storage Feature Processing: Spark |
Feature Sharing and Discovery | Web UI Searchable feature catalog with metadata Feature discovery including transformations, data lineage, and values Feature versioning and dependency management |
Training Dataset Generation | Dataset generated from offline storage using Python SDK |
Online Serving | Serving endpoint / API for online data |
Monitoring and Alerting | Data drift detection Data quality monitoring Monitoring of serving latencies and uptime |
Security and Data Governance | Data remains in end-user's cloud account ACL and RBAC |
Integrations | Batch data: Any database, object store, or HDFS Streaming data: Kafka and Kinesis |
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Vendor |
Demo link |
History |
Stand-alone vs. Platform |
Delivery Model |
Clouds Supported |
Pricing Model |
Service Level Guarantees |
Support |
Feature Definitions |
Automated Transforms |
Feature Ingestion |
Storage and Feature Processing Infrastructure |
Feature Sharing and Discovery |
Training Dataset Generation |
Online Serving |
Monitoring and Alerting |
Security and Data Governance |
Integrations |