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

DP-750 Exam Simulator
  • Exam Code: DP-750
  • Exam Name: Implementing Data Engineering Solutions Using Azure Databricks
  • Updated: Jul 24, 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 ingestion
  • 1. Streaming ingestion using Spark Structured Streaming
    • 2. Batch ingestion using COPY INTO and CTAS
      • 3. Auto Loader and CDC ingestion patterns
        - 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. Pipeline expectations and data quality constraints
                • 2. Handling nulls, duplicates, and missing data
                  • 3. Schema enforcement and validation rules
                    Topic 2: Deploy and manage data pipelines and workloads30-35%- 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
                            - Operational reliability
                            • 1. Monitoring and logging (Azure Monitor integration)
                              • 2. Error handling and retries
                                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. Attribute-based access control (ABAC)
                                      • 2. Row-level and column-level security
                                        • 3. Tags and policy enforcement
                                          Topic 4: Configure and manage Azure Databricks environments15-20%- 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
                                                - Security and authentication setup
                                                • 1. Azure Key Vault integration
                                                  • 2. Service principals and managed identities
                                                    • 3. Access control for compute resources

                                                      Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

                                                      1. 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.


                                                      2. You have an Azure Databricks workspace
                                                      You are creating a Lakeflow Spark Declarative Pipelines (SDP) pipeline that scales automatically. You need to configure compute for the pipeline. The solution must minimize operational costs and effort. What should you use?

                                                      A) a single-node, all-purpose cluster
                                                      B) an all-purpose cluster that uses autoscaling
                                                      C) a job cluster that uses autoscaling
                                                      D) the existing SQL warehouse


                                                      3. You use Declarative Automation 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 variables node in a databricks.yml file
                                                      B) a targets node in a databricks.yml file
                                                      C) a resources node in a databricks.yml file
                                                      D) separate databricks.yml files for each environment


                                                      4. You have an Azure Databricks workspace and a remote Git repository named Repo1. Repo1 contains two branches named main and Branch1.
                                                      You are on a development team that works in Repo1.
                                                      You commit changes to Branch1 and must merge the changes into main.
                                                      Before completing the merge, you need to meet the following requirements:
                                                      * Ensure that Branch1 includes the changes committed to main since Branch1 was created.
                                                      * Ensure that merge conflicts are detected and resolved.
                                                      What should you do first?

                                                      A) Pull the latest changes from Branch1.
                                                      B) Create a pull request for Branch1.
                                                      C) Pull the latest changes from main.
                                                      D) Merge main into Branch1.


                                                      5. You have an Azure Databricks workspace that is enabled for Unity Catalog.
                                                      You need to implement a data lifecycle and expiration solution that meets the following requirements
                                                      * Transaction logs and deleted data files that are older than 90 days must be removed from Delta tables to reclaim storage.
                                                      * All the tables must remain available for querying during the cleanup process.
                                                      * Administrative effort must be minimized
                                                      What should you do for each requirement? To answer, select the appropriate options in the answer area.
                                                      NOTE: Each correct selection is worth one point.


                                                      Solutions:

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

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