DP-203 Develop data processing Practice Question
Which TWO features of Azure Databricks help manage data governance and security for sensitive data?
⚠ Common exam trap
Candidates often confuse data processing features (Structured Streaming, Auto Loader, Delta Live Tables) with governance/security tools, because all are part of the Databricks ecosystem but serve fundamentally different purposes.
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Secret Scopes
Secret Scopes (B) allow secure storage and referencing of sensitive credentials (e.g., API keys, database passwords) in Azure Databricks, preventing hardcoding in notebooks. Unity Catalog (E) provides fine-grained access control, data lineage, and centralized metadata management across workspaces, enabling governance of sensitive data through policies and auditing.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Structured Streaming
Why it's wrong here
Structured Streaming is for stream processing.
- ✓
Secret Scopes
Why this is correct
Secret Scopes securely store and manage access tokens and keys.
- ✗
Auto Loader
Why it's wrong here
Auto Loader is for file ingestion, not governance.
- ✗
Delta Live Tables
Why it's wrong here
Delta Live Tables is for building reliable pipelines.
- ✓
Unity Catalog
Why this is correct
Unity Catalog offers fine-grained access control and data lineage.
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JA
Written by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
This DP-203 practice question is part of Courseiva's free Microsoft certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the DP-203 exam.