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

  • Exam Code: DP-750
  • Exam Name: Implementing Data Engineering Solutions Using Azure Databricks
  • Updated: Aug 05, 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 transformation and modeling
        • 1. SQL and PySpark transformations
          • 2. Delta Lake table design and SCD patterns
            • 3. Joins, aggregations, and normalization/denormalization
              - Data ingestion
              • 1. Auto Loader and CDC ingestion patterns
                • 2. Streaming ingestion using Spark Structured Streaming
                  • 3. Batch ingestion using COPY INTO and CTAS
                    Topic 2: Configure and manage Azure Databricks environments15-20%- Security and authentication setup
                    • 1. Service principals and managed identities
                      • 2. Azure Key Vault integration
                        • 3. Access control for compute resources
                          - Workspace and compute configuration
                          • 1. Runtime, Spark, and Photon configuration
                            • 2. Autoscaling, termination, and performance tuning
                              • 3. Cluster types and configuration (job, all-purpose, serverless)
                                Topic 3: Deploy and manage data pipelines and workloads30-35%- Operational reliability
                                • 1. Monitoring and logging (Azure Monitor integration)
                                  • 2. Error handling and retries
                                    - Pipeline design and orchestration
                                    • 1. Notebook-based vs declarative pipelines
                                      • 2. Databricks Jobs and Workflows
                                        - Lakehouse architecture operations
                                        • 1. Delta Lake optimization and clustering strategies
                                          • 2. Delta Live Tables pipelines
                                            Topic 4: Secure and govern data using Unity Catalog15-20%- Data governance fundamentals
                                            • 1. Catalog, schema, and table management
                                              • 2. Data lineage and auditing
                                                - Access control and policies
                                                • 1. Tags and policy enforcement
                                                  • 2. Row-level and column-level security
                                                    • 3. Attribute-based access control (ABAC)

                                                      Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

                                                      1. You have an Azure Databricks workspace that is enabled for Unity Catalog.
                                                      You have a complex job named Job1 that contains eight tasks. Job1 takes multiple hours to complete.
                                                      During the last job run, the final task fails due to a transient issue.
                                                      You need to retry the last task without rerunning tasks that have already completed.
                                                      What should you do?

                                                      A) Disable and reenable the job schedule.
                                                      B) Restart Job1.
                                                      C) Repair the current job run.
                                                      D) Update the job parameters.


                                                      2. 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.filter(df.order_amount.isNotNull())
                                                      Does this meet the goal?

                                                      A) Yes
                                                      B) No


                                                      3. You have an Azure Databricks workspace that contains a job in Lakeflow Jobs named Job1. Job1 contains multiple tasks.
                                                      Failures of non-critical tasks must be logged but must NOT trigger notifications. Notifications must be triggered only when critical tasks have failed, and Job1 has completed You need to configure the job alerting behavior.
                                                      What should trigger a notification?

                                                      A) task success
                                                      B) a job failure
                                                      C) job success
                                                      D) a task failure


                                                      4. 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.


                                                      5. You have an Azure Databricks workspace that contains a job in Lakeflow Jobs named Job1.
                                                      Job! contains three tasks named Task1, Task2. and Task3.
                                                      If Task1 fails, Task2 and Task3 must be prevented from running. Successfully completed tasks must NOT rerun during recovery.
                                                      You need to configure Job1 to support controlled failure handling and recovery What should you configure? To answer, select the appropriate options in the answer area.
                                                      NOTE: Each correct selection is worth one point.


                                                      Solutions:

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

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