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Support for in-memory tier feature store with offline feature store #240

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@lorenzwalthert

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  • Amazon SageMaker Studio Classic
  • Amazon SageMaker Studio
  • It is not related to SageMaker Studio

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Feature Store

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A key advantage of a feature store is to avoid online / offline skew. However, Since there is no buffering possible from the online in-memory store to the offline feature store, that advantage is gone. I don't want to build custom logic to move data from online to offline store.

You can also find the problem mentioned here, along with scaling problems. Seems like a lot of people wish for an improved feature store, also with regard to more scalable ingestion.

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