Iguazio

Commercial Information

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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