The SQLite online store provides support for materializing feature values into an SQLite database for serving online features.
All feature values are stored in an on-disk SQLite database
Only the latest feature values are persisted
Configuration options are available here.
Please see for an explanation of online stores.
The online store provides support for materializing feature values into Redis.
Both Redis and Redis Cluster are supported
The data model used to store feature values in Redis is described in more detail .
Connecting to a single Redis instance
Connecting to a Redis Cluster with SSL enabled and password authentication
The online store provides support for materializing feature values into AWS DynamoDB.
Configuration options are available .
Feast requires the following permissions in order to execute commands for DynamoDB online store:
The following inline policy can be used to grant Feast the necessary permissions:
Configuration options are available .
Lastly, this IAM role needs to be associated with the desired Redshift cluster. Please follow the official AWS guide for the necessary steps .
Command | Permissions | Resources |
Apply | dynamodb:CreateTable dynamodb:DescribeTable dynamodb:DeleteTable | arn:aws:dynamodb:<region>:<account_id>:table/* |
Materialize | dynamodb.BatchWriteItem | arn:aws:dynamodb:<region>:<account_id>:table/* |
Get Online Features | dynamodb.GetItem | arn:aws:dynamodb:<region>:<account_id>:table/* |