Microsoft Implementing Data Engineering Solutions Using Azure Databricks : DP-750 valid dumps

DP-750 real exams

Exam Code: DP-750

Exam Name: Implementing Data Engineering Solutions Using Azure Databricks

Updated: Aug 08, 2026

Q & A: 93 Questions and Answers

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Microsoft DP-750 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Prepare and process data30-35%- Data quality and validation
  • 1. Pipeline expectations and data quality constraints
    • 2. Handling nulls, duplicates, and missing data
      • 3. Schema enforcement and validation rules
        - Data ingestion
        • 1. Auto Loader and CDC ingestion patterns
          • 2. Streaming ingestion using Spark Structured Streaming
            • 3. Batch ingestion using COPY INTO and CTAS
              - Data transformation and modeling
              • 1. Delta Lake table design and SCD patterns
                • 2. Joins, aggregations, and normalization/denormalization
                  • 3. SQL and PySpark transformations
                    Topic 2: Deploy and manage data pipelines and workloads30-35%- Operational reliability
                    • 1. Monitoring and logging (Azure Monitor integration)
                      • 2. Error handling and retries
                        - Lakehouse architecture operations
                        • 1. Delta Lake optimization and clustering strategies
                          • 2. Delta Live Tables pipelines
                            - Pipeline design and orchestration
                            • 1. Notebook-based vs declarative pipelines
                              • 2. Databricks Jobs and Workflows
                                Topic 3: Secure and govern data using Unity Catalog15-20%- Access control and policies
                                • 1. Attribute-based access control (ABAC)
                                  • 2. Tags and policy enforcement
                                    • 3. Row-level and column-level security
                                      - Data governance fundamentals
                                      • 1. Catalog, schema, and table management
                                        • 2. Data lineage and auditing
                                          Topic 4: Configure and manage Azure Databricks environments15-20%- Workspace and compute configuration
                                          • 1. Autoscaling, termination, and performance tuning
                                            • 2. Runtime, Spark, and Photon configuration
                                              • 3. Cluster types and configuration (job, all-purpose, serverless)
                                                - Security and authentication setup
                                                • 1. Service principals and managed identities
                                                  • 2. Access control for compute resources
                                                    • 3. Azure Key Vault integration

                                                      Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

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


                                                      2. You have an Azure Databricks workspace named Workspace! that uses a Git repository. The repository contains a Databricks notebook named Notebook1.
                                                      From the main branch, you create a feature branch named Branch! and commit changes to Notebooks Another user commits changes to Notebook1 in main.
                                                      When you attempt to merge Branch! into main, the merge fails due to conflicts.
                                                      You need to merge Branch! into the main branch. The solution must ensure that Notebook1 includes all the changes from both the branches.
                                                      What should you do?

                                                      A) From Workspace1, clone Branch! as a new repository.
                                                      B) Apply the main branch changes to Branch! and resolve the conflicts.
                                                      C) Apply the changes directly to the main branch.
                                                      D) From Workspace1, clone the mam branch as a new repository.


                                                      3. 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.


                                                      4. You have an Azure Databricks workspace that is enabled for Unity Catalog and contains a Delta table named Orders.
                                                      You load the Orders table into an Apache Spark DataFrame named df.
                                                      You need to create a DataFrame that excludes rows where the order amount is null.
                                                      Solution: You run the following expression.
                                                      df.dropna(subset=[ " order_amount " ])
                                                      Does this meet the goal?

                                                      A) Yes
                                                      B) No


                                                      5. You have an Apache Spark DataFrame named salesDF that contains the following columns:
                                                      * Product
                                                      * Region
                                                      * Sales
                                                      * Date
                                                      You need to create a pivot table that shows the total sales by product for each region.
                                                      How should you complete the PySpark code segment? 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: A,B
                                                      Question # 2
                                                      Answer: B
                                                      Question # 3
                                                      Answer: Only visible for members
                                                      Question # 4
                                                      Answer: A
                                                      Question # 5
                                                      Answer: Only visible for members

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