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You'll have to shut it down from your Studio UI, or SageMaker console (domain -> user profile -> apps). Studio UI instructions: https://docs.aws.amazon.com/sagemaker/latest/dg/data-wrangler-shut-down.html
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@Durga S is there no way to terminate it permanently?
Can you clarify? Shutting it down will delete the app, but you would still be able to start the app from Studio again. Do you want to prevent from starting the Data Wranger app?