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 01, 2026
  • Q & A: 93 Questions and Answers

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Microsoft DP-750 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: 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 2: Prepare and process data30-35%- 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. 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. Pipeline expectations and data quality constraints
                            • 3. Schema enforcement and validation rules
                              Topic 3: Configure and manage Azure Databricks environments15-20%- Security and authentication setup
                              • 1. Azure Key Vault integration
                                • 2. Service principals and managed identities
                                  • 3. Access control for compute resources
                                    - Workspace and compute configuration
                                    • 1. Cluster types and configuration (job, all-purpose, serverless)
                                      • 2. Runtime, Spark, and Photon configuration
                                        • 3. Autoscaling, termination, and performance tuning
                                          Topic 4: Deploy and manage data pipelines and workloads30-35%- Pipeline design and orchestration
                                          • 1. Databricks Jobs and Workflows
                                            • 2. Notebook-based vs declarative pipelines
                                              - Operational reliability
                                              • 1. Monitoring and logging (Azure Monitor integration)
                                                • 2. Error handling and retries
                                                  - Lakehouse architecture operations
                                                  • 1. Delta Live Tables pipelines
                                                    • 2. Delta Lake optimization and clustering strategies

                                                      Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

                                                      1. You have an Azure Databricks workspace named Workspace1 that contains a Git folder linked to a remote Git repository. The Git folder contains a Databricks notebook named Notebook1.
                                                      From the main branch, you create a feature branch named Branch1 and commit changes to Notebook1.
                                                      Another user commits changes to Notebook1 in main.
                                                      When you attempt to merge Branch1 into main, a merge conflict occurs.
                                                      You need to ensure that Notebook1 in main includes the changes from both branches.
                                                      What should you do?

                                                      A) From Workspace1, clone Branch1 as a new Git folder.
                                                      B) Merge main into Branch1, resolve the conflicts, and then complete the merge of Branch1 into main.
                                                      C) From Workspace1, clone the main branch as a new Git folder.
                                                      D) Apply the changes directly to the main branch.


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


                                                      3. You have an Azure Databricks workspace that is enabled for Unity Catalog.
                                                      You need to share curated data with an external organization. The solution must meet the following requirements:
                                                      * The organization will use its own compute platform to query the data.
                                                      * Access to the data must be centrally governed by using Unity Catalog.
                                                      * Administrative effort must be minimized.
                                                      What should you do?

                                                      A) Create a SQL warehouse for external users.
                                                      B) Grant workspace access to external users.
                                                      C) Create a Lakeflow Connect pipeline.
                                                      D) Use Delta Sharing.
                                                      E) Create a pipeline to move the data to an SFTP server.


                                                      4. 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.


                                                      5. You have an Azure Databricks workspace that contains a job in Lakeflow Jobs named Job1.
                                                      Job1 processes raw data files stored in Azure Storage.
                                                      New files arrive at unpredictable intervals.
                                                      You need to ensure that Job1 starts automatically when new files arrive and does NOT consume compute resources when no data is available.
                                                      Which type of job trigger should you use?

                                                      A) manual
                                                      B) file arrival
                                                      C) continuous
                                                      D) scheduled


                                                      Solutions:

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

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