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

Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

Question 1

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


Question 2

Which ingestion option should you recommend for each data source? To answer, drag the appropriate options to the correct data sources. Each option 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 Databticks workspace that contains an all-purpose compute cluster named Cluster1.
Cluser1 is used for
interactive development.
You need to configure Cluster1 to meet the following requirements:
* Automatically add and remove worker nodes based on workload demand
* Automatically shut down when the cluster has been idle for a specific period.
What should you configure for each requirement? To answer, drag the appropriate options to the correct requirements. Each option 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 4

You have an Azure Databricks workspace that is enabled for Unity Catalog and contains a managed Delta table named Tabid.
Table! is written by batch jobs every hour and is queried frequently by filtering two columns named Customerld and EventDate.
You expect Table1 to grow significantly over time.
The rows in Table1 are frequently updated and deleted to support compliance requests.
You need to keep query performance consistent as Table1 grows. The solution must minimize update and deletion effort.
What should you include in the solution? To answer, select the appropriate options in the answer area NOTE: Each correct selection is worth one point.


Question 5

You have an Azure Databricks workspace that is enabled for Unity Catalog. You plan to run the following PySpark code.

For each of the following statements, select Yes if the statement is true. Otherwise, select No. NOTE: Each correct selection is worth one point.


Solutions:

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

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