Sumatra

For production, customers deploy Sumatra to their own instance of AWS. The company provides Terraform scripts to spin up all necessary infrastructure. How do engineers work with Sumatra? Events are sent to Sumatra's REST endpoint as a free-form JSON payload. Features may be returned synchronously, if desired, or fetched in a subsequent query. For h... igh-volume streaming ingestion, Sumatra can source data from event queues such as Kafka and Kinesis. How does Sumatra integrate with a Feature Store? Sumatra's on-demand features can be combined with a typical feature store's pre-computed features. In this architecture, Sumatra serves as the online feature store and serving layer in conjunction with an offline feature store and batch transformation engine. How do data scientists work with Sumatra? Data Scientists define features in a declarative language designed specifically for real-time feature engineering. Sumatra's Python SDK provides functions to kick off materialization jobs and fetch enriched data frames for exploratory data analysis and model training.Read More