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Microsoft DP-750

DP-750

Exam Code: DP-750

Exam Name: Implementing Data Engineering Solutions Using Azure Databricks

Updated: Sep 03, 2026

Q & A: 93 Questions and Answers

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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. Service principals and managed identities
    • 2. Access control for compute resources
      • 3. Azure Key Vault integration
        - Workspace and compute configuration
        • 1. Autoscaling, termination, and performance tuning
          • 2. Runtime, Spark, and Photon configuration
            • 3. Cluster types and configuration (job, all-purpose, serverless)
              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. Joins, aggregations, and normalization/denormalization
                      • 2. Delta Lake table design and SCD patterns
                        • 3. SQL and PySpark transformations
                          - Data quality and validation
                          • 1. Schema enforcement and validation rules
                            • 2. Pipeline expectations and data quality constraints
                              • 3. Handling nulls, duplicates, and missing data
                                Topic 3: Deploy and manage data pipelines and workloads30-35%- Pipeline design and orchestration
                                • 1. Notebook-based vs declarative pipelines
                                  • 2. Databricks Jobs and Workflows
                                    - 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
                                            Topic 4: Secure and govern data using Unity Catalog15-20%- Access control and policies
                                            • 1. Row-level and column-level security
                                              • 2. Tags and policy enforcement
                                                • 3. Attribute-based access control (ABAC)
                                                  - 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. job success
                                                      B. task success
                                                      C. a task failure
                                                      D. a job failure


                                                      Question 2

                                                      You have an Azure Databricks workspace named Workspace1. You create a compute cluster named Cluser1 that will be used to ingest data.
                                                      You need to install the required libraries on Cluster 1. The solution must use Unity Catalog for access control.
                                                      What should you do?

                                                      A. Install the libraries by using pip3.
                                                      B. Create a custom dependency management script and run the script from a Databricks notebook.
                                                      C. Install the libraries on Cluster1 and manually restart the cluster.
                                                      D. Upload the libraries to Workspace1 and install the libraries on Cluster1.


                                                      Question 3

                                                      You have an Azure Databricks workspace that is enabled for Unity Catalog You have an Apache Spark Structured Streaming job that writes data to a Delta table.
                                                      After the cluster restarts, the streaming job reprocesses previously ingested data You need to prevent the streaming job from reprocessing the data after the cluster restarts.
                                                      What should you do?

                                                      A. Increase the trigger interval of the streaming query.
                                                      B. Enable change data feed (CDF) for the target table.
                                                      C. Configure a checkpoint location for the streaming query.
                                                      D. Configure a watermark for the streaming query.


                                                      Question 4

                                                      You have an Azure Databricks workspace.
                                                      You have an Azure key vault named kv-secure that stores a secret named storageKey. The value of storageKey is managed and updated by the cloud security team at your company.
                                                      You need to enable a Databricks notebook named Notebook 1 to retrieve the value of storageKey securely at runtime. The solution must follow the principle of least privilege and always retrieve the latest value.
                                                      What should you do? To answer, select the appropriate options in the answer area.
                                                      NOTE: Each correct selection is worth one point.


                                                      Question 5

                                                      You have an Azure Databricks workspace that is enabled for Unity Catalog.
                                                      You plan to ingest data from CSV files stored in Azure Data Lake Storage Gen2. New rows are appended frequently.
                                                      You need to implement a data ingestion solution that meets the following requirements:
                                                      * New data must be available in near-real-time (NRT).
                                                      * The data must be stored in managed Delta tables.
                                                      * The solution must minimize custom code and maintenance effort.
                                                      What should you include in the solution?

                                                      A. scheduled Apache Spark batch jobs
                                                      B. an Azure Data Factory pipeline
                                                      C. Auto Loader
                                                      D. an external table that references the CSV files


                                                      Solutions:

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

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