Many enterprises choose a cloud environment to power the work of their data science team. If you chose the AWS SageMaker Studio, this article might interest you. Having both the data lake and the data scientist environment makes it easy to integrate them. You can choose what data any given data scientist is able to see. You might want a data scientist only to be able to use this data inside the SageMaker Studio environment. However, SageMaker Studio has a download button that lets data scientists download any data they have been working on. Once they have downloaded data to their computers, they are free to share it anywhere and with anyone.

Luckily, it is possible to disable this download button. Recently, it was only possible to disable the download button in SageMaker Notebooks. This article from Ujjwal Bhardwaj shows how to disable it in SageMaker Notebooks.

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