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

DP-750

Exam Code: DP-750

Exam Name: Implementing Data Engineering Solutions Using Azure Databricks

Updated: Nov 02, 2026

Q & A: 110 Questions and Answers

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Microsoft DP-750 Exam Syllabus Topics:

SectionWeightObjectives
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. Autoscaling, termination, and performance tuning
          • 2. Cluster types and configuration (job, all-purpose, serverless)
            • 3. Runtime, Spark, and Photon configuration
              Deploy and manage data pipelines and workloads30-35%- Lakehouse architecture operations
              • 1. Delta Lake optimization and clustering strategies
                • 2. Delta Live Tables pipelines
                  - 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
                          Prepare and process data30-35%- Data quality and validation
                          • 1. Pipeline expectations and data quality constraints
                            • 2. Schema enforcement and validation rules
                              • 3. Handling nulls, duplicates, and missing data
                                - 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. Batch ingestion using COPY INTO and CTAS
                                        • 2. Streaming ingestion using Spark Structured Streaming
                                          • 3. Auto Loader and CDC ingestion patterns
                                            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

                                                      Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

                                                      Question #1
                                                      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. job success
                                                      C. a task failure
                                                      D. a job failure


                                                      Question #2
                                                      You have an Azure Databricks workspace that is enabled for Unity Catalog and contains a Delta table named Table1. Table! is used as a dimension table and contains the following columns:
                                                      * id
                                                      * name
                                                      * address
                                                      Vou need to apply a Type 1 slowly changing dimension (SCD) approach when updates are processed in the name and address columns.
                                                      What will occur when an update is processed?

                                                      A. Historical versions of the row and its effective dates will be retained.
                                                      B. The value of the id column will be updated.
                                                      C. A new row will be added for each change to a name and address.
                                                      D. The existing name and address values will be overwritten.


                                                      Question #3
                                                      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 the main branch as a new Git folder.
                                                      B. Merge main into Branch1, resolve the conflicts, and then complete the merge of Branch1 into main.
                                                      C. Apply the changes directly to the main branch.
                                                      D. From Workspace1, clone Branch1 as a new Git folder.


                                                      Question #4
                                                      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. Restart Job1.
                                                      B. Update the job parameters.
                                                      C. Disable and reenable the job schedule.
                                                      D. Repair the current job run.


                                                      Question #5
                                                      You use Databricks Asset Bundles to manage two jobs and an app.
                                                      You need to deploy the bundle to development and production environments. The solution must meet the following requirements
                                                      * Deploy the app to both environments.
                                                      * Deploy only one job to development.
                                                      * Minimize administrative effort.
                                                      What should you use?

                                                      A. a targets node in a databricks.yml file
                                                      B. a variables node in a databricks.yml file
                                                      C. separate databricks.yml files for each environment
                                                      D. a resources node in a databricks.yml file


                                                      Solutions:

                                                      Question #1
                                                      Correct Answer: D
                                                      Question #2
                                                      Correct Answer: D
                                                      Question #3
                                                      Correct Answer: B
                                                      Question #4
                                                      Correct Answer: D
                                                      Question #5
                                                      Correct Answer: A

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