FeatureStore create_dataset() does not support cross-account Feature Store (shared Glue database name mismatch)

[sudoduan]

Description

When using SageMaker Feature Store in a cross-account setup, create_dataset() fails because it assumes the Glue database name returned from the Feature Group description is directly usable in the consumer account.

In cross-account architectures, this assumption breaks.

Details

• Feature Groups are owned in a source account
• Offline store is accessed from a consumer account via a shared Glue database
• The Feature Group description returns the database name from the source account
• The shared Glue database name in the consumer account is different
• create_dataset() retrieves the database name directly from the Feature Group description without any way to override or remap it:

As a result, create_dataset() queries a database that does not exist in the consumer account.

Expected behavior

The SDK should support cross-account Feature Store usage by allowing:

• A database name override, or
• A mapping mechanism for shared Glue databases