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Microsoft DP-750 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Secure and govern Unity Catalog objects15-20%- Implement governance and security
  • 1. Configure Unity Catalog
  • 2. Manage catalogs, schemas, and tables
  • 3. Manage data lineage and auditing
  • 4. Implement access control and permissions
  • 5. Implement data-sharing capabilities
Topic 2: Prepare and process data30-35%- Ingest and transform data
  • 1. Optimize storage and table performance
  • 2. Transform data using SQL and Python
  • 3. Implement Delta Lake tables
  • 4. Implement streaming data processing
  • 5. Apply medallion architecture patterns
  • 6. Model and partition data
  • 7. Implement data quality controls
  • 8. Use Auto Loader and batch ingestion
Topic 3: Set up and configure an Azure Databricks environment15-20%- Create and configure Azure Databricks workspaces
  • 1. Configure workspace settings
  • 2. Manage Databricks runtimes
  • 3. Configure networking and connectivity
  • 4. Configure compute resources and clusters
Topic 4: Deploy and maintain data pipelines and workloads30-35%- Manage production workloads
  • 1. Optimize workload performance and reliability
  • 2. Create and manage Lakeflow Jobs
  • 3. Monitor and troubleshoot pipelines
  • 4. Deploy workloads using Databricks Asset Bundles
  • 5. Maintain production data engineering solutions
  • 6. Implement CI/CD processes
  • 7. Integrate Git-based development workflows

Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

Question 1

You have an Azure Databricks workspace that is enabled for Unity Catalog You have a complex job named Job1 that contains eight tasks. Job! takes multiple hours to complete During the last job run, the final task fails due to a transient issue.
You need to retry the last task without rerunning tasks that have already completed.
What should you do?

A. Restart Job!
B. Repair the current job run.
C. Update the job parameters.
D. Disable and reenable the job schedule.


Question 2

You have an Azure Databticks workspace that is enabled for Unity Catalog and contains a catalog named catalog1.
You have a group named group!
You plan to create a schema named schema1 in catalog1.
You need to ensure that group1 meets the following requirements:
* Can create tables in schema1
* Can modify and query tables
* Cannot grant permissions for the schema and its objects
How should you complete the SQL statements? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.


Question 3

You have an Azure Databricks job named Job1 that contains an ingestion task named Task1 and transformation task named Task2. You need to ensure that if Task1 fails, the task retries automatically, and Task2 is prevented from running How should you configure Job1? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.


Question 4

You have an Azure Databricks workspace named Workspace1 that contains a Git folder linked to a remote Git repository. The Git folder contains a Databricks notebook named Notebook1.
From the main branch, you create a feature branch named Branch1 and commit changes to Notebook1.
Another user commits changes to Notebook1 in main.
When you attempt to merge Branch1 into main, a merge conflict occurs.
You need to ensure that Notebook1 in main includes the changes from both branches.
What should you do?

A. From Workspace1, clone the main branch as a new Git folder.
B. From Workspace1, clone Branch1 as a new Git folder.
C. Merge main into Branch1, resolve the conflicts, and then complete the merge of Branch1 into main.
D. Apply the changes directly to the main branch.


Question 5

You have an Azure Databricks workspace that is enabled for Unity Catalog and contains a Delta table named Sales_orders. Sales.orders stores historical sales data.
You receive a daily CSV file daily that contains new sales records only. The file does NOT contain updates to existing rows You need to load the daily data into Sales.orders. The solution must meet the following requirements:
* Preserve the existing data.
* Add only the new records.
* Minimize processing effort.
Which command should include in the loading strategy?

A. UPDATE
B. INSERT INTO
C. INSERT OVERWRITE


Solutions:

Question 1
Answer: B
Question 2
Answer: Only visible for members
Question 3
Answer: Only visible for members
Question 4
Answer: C
Question 5
Answer: B

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