Implementing Data Engineering Solutions Using Azure Databricks: DP-750 Exam


"Implementing Data Engineering Solutions Using Azure Databricks", also known as DP-750 exam, is a Microsoft Certification. With the complete collection of questions and answers, PrepAwayPDF has assembled to take you through 93 Q&As to your DP-750 Exam preparation. In the DP-750 exam resources, you will cover every field and category in Microsoft Certified: Fabric Data Engineer Associate Certification helping to ready you for your successful Microsoft Certification.

  • Exam Code: DP-750
  • Exam Name: Implementing Data Engineering Solutions Using Azure Databricks
  • Total Questions: 93

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Microsoft DP-750 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Deploy and maintain data pipelines and workloads30–35%- Build and orchestrate pipelines
  • 1. Implement CI/CD with Git, Databricks Asset Bundles, CLI, and APIs
  • 2. Configure Lakeflow Jobs: schedules, triggers, alerts, retries
  • 3. Design and implement Lakeflow Spark Declarative Pipelines
- Monitor, troubleshoot, and maintain workloads
  • 1. Apply SDLC practices and version control
  • 2. Monitor performance, logs, and execution metrics
  • 3. Troubleshoot failures, repair and restart jobs
Topic 2: Prepare and process data30–35%- Optimize and manage data storage
  • 1. Implement lakehouse architecture and manage table versions
  • 2. Optimize Delta tables: partitioning, Z-ordering, vacuum, optimize
  • 3. Handle structured, semi-structured, and unstructured data
- Ingest and transform data
  • 1. Transform using Spark SQL, PySpark, Scala, and Delta Lake
  • 2. Implement schema enforcement, schema drift, and slowly changing dimensions
  • 3. Ingest batch and streaming data from multiple sources
Topic 3: Secure and govern Unity Catalog objects15–20%- Manage data sharing and permissions
  • 1. Grant and revoke permissions, manage groups and service principals
  • 2. Set up external locations and storage credentials
- Implement data governance and security
  • 1. Manage catalogs, schemas, tables, views, and volumes
  • 2. Enforce data quality, lineage, and auditing
  • 3. Configure access control: row-level, column-level, attribute-based security
Topic 4: Set up and configure an Azure Databricks environment15–20%- Integrate with Azure services
  • 1. Configure monitoring with Azure Monitor and diagnostic settings
  • 2. Connect to Azure Data Lake Storage, Azure Data Factory, Microsoft Entra ID
- Select and configure compute resources
  • 1. Configure cluster policies, instance pools, and libraries
  • 2. Manage workspace settings, permissions, and networking
  • 3. Choose compute types: serverless, job compute, SQL warehouse, classic compute

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 catalog named CatalogV Catalog1 contains a schema named Schema! and a table named Table1.
You need to ensure that access to the data in Table1 is controlled by using attribute based access control (ABAC).
What should you apply to Table1, and how should you control access for users? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.


Question 2

You have an Azure Databricks workspace that contains a Delta table named Table 1. Table 1 has accumulated obsolete files.
You need to reduce storage costs. The solution must preserve 30 days of time travel history. Which two actions should you perform? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

A. Run the vacuum command on Table1.
B. Run the OPTIMIZE command on Table1
C. Reduce the deleted file retention period to one day.
D. Set the delta. logRetentionDuration table property to 30 days.
E. Set the delta.deletedFileRetentionDuration table property to 10 days


Question 3

You have an Azure Databricks workspace that is enabled for Unity Catalog.
You plan to ingest data from CSV files stored in Azure Data Lake Storage Gen2. New rows are appended frequently.
You need to implement a data ingestion solution that meets the following requirements:
* New data must be available in near-real-time (NRT).
* The data must be stored in managed Delta tables.
* The solution must minimize custom code and maintenance effort.
What should you include in the solution?

A. Auto Loader
B. scheduled Apache Spark batch jobs
C. an Azure Data Factory pipeline
D. an external table that references the CSV files


Question 4

You have an Azure Databricks workspace that is enabled for Unity Catalog.
You need to ensure that data lineage is captured and can be reviewed for tables accessed by Databricks notebooks and jobs. The solution must minimize administrative effort.
Which compute configuration should you use to capture the data lineage, and what should you use to review the data lineage? 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.
You have a streaming table named sales_order that is populated by using a Lakeflow Spark Declarative Pipelines (SDP) pipeline.
You need to create a new streaming table named sales_order_by_city that summarizes sales by city and calculates the total sales per city.
How should you complete the SQL statement? To answer, drag the appropriate values to the correct targets.
Each value 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.


Solutions:

Question 1
Answer: Only visible for members
Question 2
Answer: A,E
Question 3
Answer: A
Question 4
Answer: Only visible for members
Question 5
Answer: Only visible for members

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