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Microsoft DP-750 Exam Syllabus Topics:

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

Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

1. You have an Azure Databricks workspace that is enabled for Unity Catalog.
You need to create an external volume named Volume1 in an existing schema. Volume1 must expose files from an Azure Storage container. The solution must meet the following requirements:
* Ensure that authentication does NOT require storing credentials in Databricks
* Ensure that users can access the files, but NOT modify the files.
* Follow the principle of least privilege
Which type of authentication should you configure, and which permission should you grant to the users? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.


2. You have an Azure Databricks workspace that contains a job in Lakeflow Jobs named Job1.
Job1 processes raw data files stored in Azure Storage.
New files arrive at unpredictable intervals.
You need to ensure that Job1 starts automatically when new files arrive and does NOT consume compute resources when no data is available.
Which type of job trigger should you use?

A) continuous
B) manual
C) scheduled
D) file arrival


3. You have an Azure Databricks workspace named Workspace1 that contains a cluster named Cluster1.
You need to enable a user named User1 to install a Maven package on all the nodes of Cluster1. The solution must follow the principle of least privilege.
What should you do?

A) Assign User1 the workspace admins role for Workspace1.
B) Grant User1 the CAN RESTART permission for Cluster1.
C) Grant User1 the CAN MANAGE permission for Cluster1.
D) Assign User1 the Contributor role for the resource group that contains Workspace1.


4. You have an Azure Databricks workspace that is enabled for Unity Catalog and contains a managed Delta table named Payments.
Payments stores transaction data and contains a column named payment_amount of the Decimal data type.
You must enforce the following business rule:
payment_amount must be between 0 and 10,000, inclusive
You need to ensure that records that violate the rule are rejected when data is written to the Payments table.
What should you do?

A) Create a table update trigger.
B) Configure row-level security (RLS) to hide records that have invalid values.
C) Add a CHECK constraint to payment_amount to enforce the allowed range.
D) Run SELECT statements to filter out records that have invalid values in payment_amount.


5. You have an Azure Databricks workspace that contains a Git folder and uses Azure Repos as the Git provider.
From the main branch, you create a branch named Branch1. You commit changes to Branch1.
You need to incorporate the changes from Branch1 into main The solution must preserve the commit history in the repository. Which command should you run?

A) pull
B) merge
C) Push
D) rebase


Solutions:

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

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