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Custom Object - Access Related

Summary:

I have a requirement where we are creating a custom object to store some sensitive data. We want to restrict access to data based on some roles/privileges. How to do that? Even the user querying the REF_ENTITIES table should not be able to query the data without that specific role. Can someone help?

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