Exam Code: DP-750
Exam Name: Implementing Data Engineering Solutions Using Azure Databricks
Certification Provider: Microsoft
Corresponding Certification: Microsoft Certified: Fabric Data Engineer Associate
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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 compute resources and clusters
  • 2. Configure networking and connectivity
  • 3. Manage Databricks runtimes
  • 4. Configure workspace settings
Prepare and process data30-35%- Ingest and transform data
  • 1. Implement data quality controls
  • 2. Implement streaming data processing
  • 3. Model and partition data
  • 4. Optimize storage and table performance
  • 5. Implement Delta Lake tables
  • 6. Transform data using SQL and Python
  • 7. Use Auto Loader and batch ingestion
  • 8. Apply medallion architecture patterns
Secure and govern Unity Catalog objects15-20%- Implement governance and security
  • 1. Manage data lineage and auditing
  • 2. Implement access control and permissions
  • 3. Manage catalogs, schemas, and tables
  • 4. Implement data-sharing capabilities
  • 5. Configure Unity Catalog
Deploy and maintain data pipelines and workloads30-35%- Manage production workloads
  • 1. Implement CI/CD processes
  • 2. Integrate Git-based development workflows
  • 3. Maintain production data engineering solutions
  • 4. Deploy workloads using Databricks Asset Bundles
  • 5. Monitor and troubleshoot pipelines
  • 6. Optimize workload performance and reliability
  • 7. Create and manage Lakeflow Jobs

Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

1. You need to complete the PySpark code for the Spark Structured Streaming pipelines. The solution must meet the data ingestion and processing requirements.
How should you complete the code segment? 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 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) Add a CHECK constraint to payment_amount to enforce the allowed range.
B) Configure row-level security (RLS) to hide records that have invalid values.
C) Run SELECT statements to filter out records that have invalid values in payment_amount.
D) Create a table update trigger.


3. You have an Azure Databricks workspace named Workspace1 that contains a lakehouse and is enabled for Unity Catalog.
You have a connection to a Microsoft SQL Server database named DB1.
You need to expose the schemas and tables of DB1 to meet the following requirements:
* The schemas and tables can be queried in Databricks.
* The schemas and tables appear alongside other Unity Catalog objects.
* The data is NOT copied into Databricks-managed storage.
Solution: You create a Lakeflow Connect pipeline and connect it to DB1. Does this meet the goal?

A) Yes
B) No


4. You have an Azure Databricks workspace that contains the objects shown in the following table.
Name | Type
Catalog1 | Catalog
Schema1 | Schema
Sales1 | Table
Notebook1 | Notebook
Space1 | AI/BI Genie space
Users often use the following words to refer to a sale: transaction, event, order, and invoice.
You need to create a knowledge store. The solution must ensure that when the users use any of the words in Space1, Genie queries the Sales1 table. Any other Genie spaces must remain unaffected.
To which object should you add the instructions?

A) Sales1
B) Space1
C) Notebook1
D) Schema1


5. You need to recommend a compute type for the production ingestion workloads and BI workloads. The solution must meet the environment and compute requirements.
What should you recommend for each type of workload? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.


Solutions:

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

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