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DP-750
  • Exam Code: DP-750
  • Exam Name: Implementing Data Engineering Solutions Using Azure Databricks
  • Updated: Jul 31, 2026
  • No. of Questions: 93 Questions and Answers
  • Download Limit: Unlimited
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Microsoft DP-750 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Configure and manage Azure Databricks environments15-20%- Security and authentication setup
  • 1. Azure Key Vault integration
    • 2. Access control for compute resources
      • 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
              Topic 2: Secure and govern data using Unity Catalog15-20%- Access control and policies
              • 1. Attribute-based access control (ABAC)
                • 2. Row-level and column-level security
                  • 3. Tags and policy enforcement
                    - Data governance fundamentals
                    • 1. Data lineage and auditing
                      • 2. Catalog, schema, and table management
                        Topic 3: 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. Databricks Jobs and Workflows
                                  • 2. Notebook-based vs declarative pipelines
                                    Topic 4: Prepare and process data30-35%- Data transformation and modeling
                                    • 1. Delta Lake table design and SCD patterns
                                      • 2. Joins, aggregations, and normalization/denormalization
                                        • 3. SQL and PySpark transformations
                                          - Data quality and validation
                                          • 1. Schema enforcement and validation rules
                                            • 2. Handling nulls, duplicates, and missing data
                                              • 3. Pipeline expectations and data quality constraints
                                                - Data ingestion
                                                • 1. Streaming ingestion using Spark Structured Streaming
                                                  • 2. Batch ingestion using COPY INTO and CTAS
                                                    • 3. Auto Loader and CDC ingestion patterns

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


                                                      2. 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.


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


                                                      4. You have an Azure Databricks workspace.
                                                      You have an Apache Spark Structured Streaming job named Job! that processes data continuously and fails periodically due to transient errors You need to ensure that Job! meets the following requirements
                                                      * Resumes processing from the point that Job1 failed
                                                      * Minimizes how long it takes to restart Job!
                                                      * Minimizes the costs to restart Job!
                                                      What should you do?

                                                      A) Add an alert and manually restart Job1.
                                                      B) Implement checkpointing.
                                                      C) Increase the minimum number of nodes in the cluster
                                                      D) Decrease the retry interval.


                                                      5. You have an Azure Databricks workspace that is enabled for Unity Catalog and contains:
                                                      * A catalog named Corpdb
                                                      * A schema named Finance in the Corpdb catalog
                                                      * A table named Sales in the Finance schema
                                                      You have a group named Analysts.
                                                      You assign the following permissions to Analysts:
                                                      * USE CATALOG on the Corpdb catalog
                                                      * USE SCHEMA on the Finance schema
                                                      * SELECT on the Sales table
                                                      For each of the following statements, select Yes if the statement is true. Otherwise, select No.
                                                      NOTE: Each correct selection is worth one point.


                                                      Solutions:

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

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