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DP-750
  • Exam Code: DP-750
  • Exam Name: Implementing Data Engineering Solutions Using Azure Databricks
  • Updated: Aug 21, 2026
  • No. of Questions: 93 Questions and Answers
  • Download Limit: Unlimited

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Microsoft DP-750 Exam Syllabus Topics:

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

                                                      Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

                                                      1. You have an Azure Databricks workspace that is enabled for Unity Catalog. You plan to run the following PySpark code.

                                                      For each of the following statements, select Yes if the statement is true. Otherwise, select No. NOTE: Each correct selection is worth one point.


                                                      2. Which SCD type should you use to support the planned data modeling changes? To answer, drag the appropriate types to the correct issues. Each type 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.


                                                      3. You have an Azure Databricks job named Job1 that contains an ingestion task named Task1 and transformation task named Task2. You need to ensure that if Task1 fails, the task retries automatically, and Task2 is prevented from running How should you configure Job1? To answer, select the appropriate options in the answer area.
                                                      NOTE: Each correct selection is worth one point.


                                                      4. You need to curate Unity Catalog objects that reference the ERP data. The solution must meet the governance requirements.
                                                      What should you do?

                                                      A) Create Delta tables directly inside the foreign catalog by running the CREATE TABLE AS SELECT (CTAS) command.
                                                      B) Create a volume in the foreign catalog and store curated Delta tables in the volume.
                                                      C) Run the ALTER TABLE command on the foreign catalog tables to add new columns that are required for analytics.
                                                      D) In the managed analytics catalog, create views that reference foreign catalog tables that use three-level naming.


                                                      5. 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) No
                                                      B) Yes


                                                      Solutions:

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

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