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Your Cost explorer can help you find what exactly are you being charged for. You can filter by SageMaker, and then group by 'Usage type'. In general, make sure -
- No notebook instances are running
- No endpoints are being hosted
- If you're using SageMaker Studio, all the apps are shut down for every user profile. There might still be EFS charges if you have data over the free tier. See this documentation for shutting down resources - https://docs.aws.amazon.com/sagemaker/latest/dg/notebooks-run-and-manage-shut-down.html
And, make sure to check all regions, if you've used multiple regions. This should stop recurring costs (if you had training jobs, processing jobs etc - you only pay for the billable seconds, so you won't see recurring costs).
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You need to check in different regions, and if you have model endpoints deployed or sagemaker studio apps. The billing details should point you to the right direction.