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

Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

1. You have an Azure Databricks workspace that contains a job in Lakeflow Jobs named Job1.
Job! 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) file arrival
D) scheduled


2. 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) INSERT INTO
B) UPDATE
C) INSERT OVERWRITE


3. You have an Azure Databricks workspace that contains multiple all-purpose clusters. You discover that some clusters remain idle for long periods after users finish their work. You need to reduce compute costs without affecting active workloads. What should you do?

A) Use spot instances.
B) Enable autoscaling.
C) Configure automatic termination.
D) Convert the clusters into job clusters


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) Space1
B) Sales1
C) Notebook1
D) Schema1


5. You have an Azure Databricks workspace
You are creating a Lakeflow Spark Declarative Pipelines (SDP) pipeline that scales automatically. You need to configure compute for the pipeline. The solution must minimize operational costs and effort. What should you use?

A) the existing SQL warehouse
B) an all-purpose cluster that uses autoscaling
C) a single-node, all-purpose cluster
D) a job cluster that uses autoscaling


Solutions:

Question # 1
Answer: C
Question # 2
Answer: A
Question # 3
Answer: C
Question # 4
Answer: A
Question # 5
Answer: D

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