Microsoft Certified: Fabric Analytics Engineer AssociatePlan and implement data analytics solutions (10-15%)Hard

A company is setting up a Microsoft Fabric Lakehouse to store sensitive customer data. They need to ensure that only authorized personnel can access specific columns containing personally identifiable information (PII) within a Delta table, even when querying through the SQL endpoint. Other users should still be able to query non-PII columns. Which security feature should be implemented?

  1. ARole-Based Access Control (RBAC) at the Lakehouse level.
  2. BWorkspace Access Control List (ACLs).
  3. CRow-Level Security (RLS) on the Delta table.
  4. DColumn-Level Security (CLS) on the Delta table.
Show answer & explanation

Correct answer: D. Column-Level Security (CLS) on the Delta table.

Column-Level Security (CLS) is specifically designed to restrict access to individual columns within a table. This allows authorized users to see all columns while others can only see non-sensitive columns, directly addressing the requirement for granular PII protection at the column level.

Why the other options are wrong

  • A. RBAC at the Lakehouse level grants or denies access to the entire Lakehouse, not specific columns within its tables.
  • B. Workspace ACLs control access to entire Fabric items (like the Lakehouse itself), not individual columns within a table.
  • C. Row-Level Security (RLS) restricts access to *rows* based on user identity or other criteria, not *columns*.

Column-Level Security (CLS)

Column-Level Security (CLS) in data platforms like Microsoft Fabric restricts access to specific columns in a table based on the user's role or permissions, ensuring sensitive data is only visible to authorized individuals.

  • Protects sensitive data at a granular level.
  • Integrates with SQL endpoint and other query engines.
  • Complements RLS for comprehensive data protection.

Memory trick: CLS guards your columns, RLS guards your rows.

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