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Microsoft DP-750 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Deploy and manage data pipelines and workloads | 30-35% | - Lakehouse architecture operations
|
| Configure and manage Azure Databricks environments | 15-20% | - Security and authentication setup
|
| Secure and govern data using Unity Catalog | 15-20% | - Data governance fundamentals
|
| Prepare and process data | 30-35% | - Data quality and validation
|
Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:
Question 1
Which SCD type should you use to support the planned data modeling changes? To answer, drag the appropriate types to the correct issues. Each type may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content.
NOTE: Each correct selection is worth one point.
Question 2
You have an Azure Databricks workspace that is enabled for Unity Catalog and contains:
* A catalog named Finance
* A schema named Purchases in the Finance catalog
* A table named Transactions in the Purchases schema
You need to ensure that a user named finance_user can query the Transactions table. The solution must follow the principle of least privilege.
Which permission should you grant to finance_user for each object? To answer, drag the appropriate permissions to the correct objects. Each permission may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content.
NOTE: Each correct selection is worth one point.
Question 3
You have an Azure Databricks workspace that is enabled for Unity Catalog.
You need to recommend a pipeline that ingests files from cloud storage, performs cleansing and enrichment transformations, and writes created Delta tables for analytics. The solution must minimize development effort and provide built-in monitoring and automatic retries.
What should you include in the recommendation?
A. an Azure Data Factory pipeline that uses data flows
B. a Databricks notebook triggered by a scheduled job
C. an Apache Spark Structured Streaming job
D. a Lakeflow Spark Declarative Pipelines (SDPJ pipeline
Question 4
You have an Azure Databricks workspace that contains a Delta table named Customer.
A job named Job1 performs frequent upserts into Customer.
You discover that Job1 has created many small Parquet files in Customer, and the small files are degrading query performance.
You need to improve query performance for the current data already stored in Customer. The solution must not affect the travel for the Customer table.
What should you do?
A. Set the delta.autoOptimize.optimizeWrite Apache Spark configuration to true.
B. Run the OPTIMIZE command on the Customer table.
C. Set the delta.deletedFileRetentionDuration table property to 1 day.
D. Run the VACUUM command on the Customer table.
Question 5
You need to deploy Databricks Asset Bundles to a development environment. The solution must support automated and repeatable deployments across environments.
What should you use?
A. the Azure Developer CLI (azd)
B. the Databricks CLI
C. the Azure Command-Line Interface (CLI)
D. Git folders
Solutions:
| Question 1 Answer: Only visible for members | Question 2 Answer: Only visible for members | Question 3 Answer: D | Question 4 Answer: B | Question 5 Answer: B |
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