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SageMaker Feature Store allows feature groups that are online-only, offline-only, or both online and offline. When your feature group supports both, any features ingested to the online store, are also replicated to the offline store in append-only fashion, enabling a full history for training, batch scoring, row-level time travel, etc.. Yes, you set EnableOnlineStore to True to indicate your feature group should have online enabled. You provide an OfflineStoreConfig to indicate that it should have an offline store as well.
This blog post provides an overview of the capabilities and concepts.
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