Some thinkings around data security

F_Goudarzi — Mon, 18 Nov 2024 19:16:51 GMT

Hi there,

We are using Databricks and are in the early stages of adopting it. Recently, I noticed something in Databricks that caught my attention.

I implemented column-level security, which works such that if you are a member of a particular group, you can see unmasked data; otherwise, the data is masked.

However, I observed that as a workspace admin, you are able to view all users' notebooks. If a user whose notebook is being viewed by the admin has higher privileges and can see unmasked data, and the output of that data is stored in their notebook, then the admin can also view the unmasked data—even though they are not part of the group with the necessary privileges.

I'm wondering if this does not sound like a security issue?

Re: Some thinkings around data security

Louis_Frolio — Sat, 01 Nov 2025 12:40:28 GMT

Hey @F_Goudarzi , here are some things to think about:

Is this a security issue?

This is expected behavior: workspace admins have broad authority over workspace assets (including viewing notebook content).
Row filters and column masks apply at query time to base data. They don’t retroactively redact values already saved in a notebook cell output or other derived artifacts.

Recommended controls and mitigations

Minimize and centralize workspace admins. Limit the role to trusted platform/IT operators.
Use workspace bindings to restrict which workspaces can access sensitive catalogs and locations.
Prefer ABAC, row filters, and column masks for data-level enforcement. Keep fine-grained policies centralized and consistent.
Harden notebook hygiene for sensitive workloads:
- Avoid persisting raw sensitive values in notebook outputs.
- Write results to governed tables and clear cell outputs when sharing.
Run jobs as service principals and store outputs in secured locations, not in notebook cells. Keep workspace admin membership constrained since they can reassign job ownership.
Enable and monitor audit logs to review access, ownership changes, and policy evaluations.

Bottom line

What you observed is consistent with the scope of the workspace admin role and with masking being enforced at data-access time over the source tables—not over previously saved notebook content.

Hope this helps, Louis.

topic Re: Some thinkings around data security in Data Governance

Some thinkings around data security

Re: Some thinkings around data security

Is this a security issue?

Recommended controls and mitigations

Bottom line