Microsoft DP-750 Q&A - in .pdf

  • DP-750 pdf
  • Exam Code: DP-750
  • Exam Name: Implementing Data Engineering Solutions Using Azure Databricks
  • Updated: Jul 27, 2026
  • Q & A: 93 Questions and Answers
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  • Exam Code: DP-750
  • Exam Name: Implementing Data Engineering Solutions Using Azure Databricks
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  • Updated: Jul 27, 2026
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Microsoft DP-750 Q&A - Testing Engine

  • DP-750 Testing Engine
  • Exam Code: DP-750
  • Exam Name: Implementing Data Engineering Solutions Using Azure Databricks
  • Updated: Jul 27, 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%- Data governance fundamentals
  • 1. Data lineage and auditing
    • 2. Catalog, schema, and table management
      - Access control and policies
      • 1. Row-level and column-level security
        • 2. Attribute-based access control (ABAC)
          • 3. Tags and policy enforcement
            Topic 2: Configure and manage Azure Databricks environments15-20%- 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
                  - Security and authentication setup
                  • 1. Service principals and managed identities
                    • 2. Access control for compute resources
                      • 3. Azure Key Vault integration
                        Topic 3: Deploy and manage data pipelines and workloads30-35%- Pipeline design and orchestration
                        • 1. Databricks Jobs and Workflows
                          • 2. Notebook-based vs declarative pipelines
                            - 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 4: Prepare and process data30-35%- Data ingestion
                                    • 1. Auto Loader and CDC ingestion patterns
                                      • 2. Batch ingestion using COPY INTO and CTAS
                                        • 3. Streaming ingestion using Spark Structured Streaming
                                          - Data quality and validation
                                          • 1. Pipeline expectations and data quality constraints
                                            • 2. Handling nulls, duplicates, and missing data
                                              • 3. Schema enforcement and validation rules
                                                - Data transformation and modeling
                                                • 1. Joins, aggregations, and normalization/denormalization
                                                  • 2. Delta Lake table design and SCD patterns
                                                    • 3. SQL and PySpark transformations

                                                      Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

                                                      1. You have an Azure Databricks workspace named Workspace1 that contains a cluster named Cluster1.
                                                      You need to enable a user named User1 to install a Maven package on all the nodes of Cluster1. The solution must follow the principle of least privilege.
                                                      What should you do?

                                                      A) Grant User1 the CAN MANAGE permission for Cluster1.
                                                      B) Grant User1 the CAN RESTART permission for Cluster1.
                                                      C) Assign User1 the workspace admins role for Workspace1.
                                                      D) Assign User1 the Contributor role for the resource group that contains Workspace1.


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


                                                      3. You have an Azure Databricks workspace that is enabled for Unity Catalog and contains a catalog named Catalog 1. Catalog 1 contains a table named Transactions. Transactions contains the following columns:
                                                      * transaction_id
                                                      * customet_name
                                                      * email address
                                                      * credit_card_number
                                                      * transaction_amount
                                                      You need to ensure that business analysts can query all the tows in the Transactions table. The solution must meet the following requirements:
                                                      * Prevent the analysts from seeing the full values in the email_address and credit_catd_number columns.
                                                      * Ensure that the analysts can see only the values after the @ character in each email address.
                                                      * Ensure that the analysts can see only the last four digits of each credit card number.
                                                      * Enable the analysts to query the table without errors.
                                                      * Follow the principle of least privilege.
                                                      What should you do?

                                                      A) Grant the analysts the select permission for the Transactions table and apply column masks to email_address and credit_card_number
                                                      B) Grant the analysts the select permission for columns that do NOT contain sensitive data.
                                                      C) Grant the analysts the select permission for the Transactions table and apply column-level encryption
                                                      D) Grant the analysts the SELECT permission for the Transactions table and implement row-level filters.


                                                      4. You have an Azure Databricks account that contains workspaces enabled for Unity Catalog.
                                                      You need to implement audit logging to meet the following requirements:
                                                      * Capture audit logs for all the workspaces in the account.
                                                      * Retain the audit logs for 90 days.
                                                      * Minimize storage and ingestion costs.
                                                      The logs will be reviewed only during security investigations and will NOT be queried regularly.
                                                      To where should you send the audit logs?

                                                      A) Log Analytics
                                                      B) Azure Monitor metrics
                                                      C) an Azure Storage account
                                                      D) Azure Event Hubs


                                                      5. 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 Cluster1. The solution must use Unity Catalog for access control.
                                                      What should you do?

                                                      A) Install the libraries on Cluster1 and manually restart the cluster.
                                                      B) Upload the libraries to a Unity Catalog schema and install the libraries on Cluster1.
                                                      C) Upload the libraries to a Unity Catalog volume and install the libraries on Cluster1.
                                                      D) Install the libraries by using pip from a notebook attached to Cluster1.


                                                      Solutions:

                                                      Question # 1
                                                      Answer: A
                                                      Question # 2
                                                      Answer: D
                                                      Question # 3
                                                      Answer: A
                                                      Question # 4
                                                      Answer: C
                                                      Question # 5
                                                      Answer: C

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