Preflight checks for Amazon SageMaker

Before crawling Amazon SageMaker, you can run preflight checks to perform the necessary technical validations. The following preflight checks are performed:

Authentication check

This check verifies that the provided AWS credentials are valid by calling the AWS STS get_caller_identity() API.

✅ Authentication successful - Account: <account-id>, User: <user-id>

❌ Authentication failed: <error-message>

SageMaker service access

This check verifies that the AWS credentials have the necessary permissions to access the SageMaker service by calling sagemaker.list_models() with a limit of 1 result.

✅ SageMaker service access verified

❌ SageMaker service access failed: <error-message>