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Exam Code: DP-750

Exam Name: Implementing Data Engineering Solutions Using Azure Databricks

Updated: Sep 14, 2026

Number: 93 Q&As with Testing Engine

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Microsoft DP-750 Exam Overview:

Certification Vendor:Microsoft
Exam Name:Implementing Data Engineering Solutions Using Azure Databricks
Exam Number:DP-750
Available Languages:English
Exam Format:Scenario-based questions, Case studies, Interactive items, Multiple choice
Exam Duration:100 minutes
Passing Score:700
Related Certifications:Microsoft Certified: Fabric Data Engineer Associate (DP-700)
Microsoft Certified: Azure Data Engineer Associate (DP-203)
Recommended Training:Microsoft Learn DP-750 Study Guide
DP-750 Training Course (DP-750T00)
Exam Registration:Pearson VUE Exam Scheduling
Official Microsoft Certification Page
Sample Questions:Microsoft DP-750 Sample Questions
Exam Way:Online proctored exam via Pearson VUE
Pre Condition:Recommended experience with Azure Databricks, SQL, Python, and basic Azure services (Entra ID, Data Factory, Key Vault, Azure Storage).
Official Syllabus URL:https://learn.microsoft.com/en-us/credentials/certifications/implementing-data-engineering-solutions-using-azure-databricks/

Microsoft DP-750 Exam Syllabus Topics:

SectionWeightObjectives
Configure and manage Azure Databricks environments15-20%- Workspace and compute configuration
  • 1. Cluster types and configuration (job, all-purpose, serverless)
    • 2. Autoscaling, termination, and performance tuning
      • 3. Runtime, Spark, and Photon configuration
        - Security and authentication setup
        • 1. Access control for compute resources
          • 2. Service principals and managed identities
            • 3. Azure Key Vault integration
              Prepare and process data30-35%- Data transformation and modeling
              • 1. Joins, aggregations, and normalization/denormalization
                • 2. SQL and PySpark transformations
                  • 3. Delta Lake table design and SCD patterns
                    - Data ingestion
                    • 1. Batch ingestion using COPY INTO and CTAS
                      • 2. Streaming ingestion using Spark Structured Streaming
                        • 3. Auto Loader and CDC ingestion patterns
                          - Data quality and validation
                          • 1. Pipeline expectations and data quality constraints
                            • 2. Handling nulls, duplicates, and missing data
                              • 3. Schema enforcement and validation rules
                                Deploy and manage data pipelines and workloads30-35%- Lakehouse architecture operations
                                • 1. Delta Lake optimization and clustering strategies
                                  • 2. Delta Live Tables pipelines
                                    - Pipeline design and orchestration
                                    • 1. Databricks Jobs and Workflows
                                      • 2. Notebook-based vs declarative pipelines
                                        - Operational reliability
                                        • 1. Error handling and retries
                                          • 2. Monitoring and logging (Azure Monitor integration)
                                            Secure and govern data using Unity Catalog15-20%- Access control and policies
                                            • 1. Tags and policy enforcement
                                              • 2. Row-level and column-level security
                                                • 3. Attribute-based access control (ABAC)
                                                  - Data governance fundamentals
                                                  • 1. Data lineage and auditing
                                                    • 2. Catalog, schema, and table management

                                                      Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

                                                      Question #1
                                                      You need to curate Unity Catalog objects that reference the ERP data. The solution must meet the governance requirements.
                                                      What should you do?

                                                      A. Create a volume in the foreign catalog and store curated Delta tables in the volume.
                                                      B. In the managed analytics catalog, create views that reference foreign catalog tables that use three-level naming.
                                                      C. Run the ALTER TABLE command on the foreign catalog tables to add new columns that are required for analytics.
                                                      D. Create Delta tables directly inside the foreign catalog by running the CREATE TABLE AS SELECT (CTAS) command.


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

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


                                                      Question #3
                                                      You have an Azure Databricks workspace that is enabled for Unity Catalog.
                                                      You have a Lakeflow Spark Declarative Pipelines (SDP) pipeline that writes records to a Delta table named Table1 by using a data quality rule named rule1 You need to meet the following requirements:
                                                      * Records that violate rule! must NOT be written to Table1. but the pipeline must continue processing valid records.
                                                      * Data engineers must be able to review expectation metrics by using minimal development effort.
                                                      What should you do? To answer, select the appropriate options in the answer area.
                                                      NOTE: Each correct selection is worth one point.


                                                      Question #4
                                                      You have an Azure Databricks workspace that is enabled for Unity Catalog.
                                                      You need to profile a table to meet the following requirements:
                                                      * The count of null values per column must be evaluated repeatedly as new records are added to the table.
                                                      * Changes in the count of null values must be observable over the progression of the dataset.
                                                      Which type of profile should you create?

                                                      A. snapshot
                                                      B. inference
                                                      C. time series


                                                      Question #5
                                                      You have an Azure Databricks account that contains a single workspace named Workspace1. Workspace1 is enabled for Unity Catalog.
                                                      You discover that data access events for Unity Catalog tables fail to appear in the logs.
                                                      You need to ensure that all the data access events are captured centrally for auditing purposes. The log data must be available for analysis as quickly as possible.
                                                      What should you do? To answer, select the appropriate options in the answer area.
                                                      NOTE: Each correct selection is worth one point.


                                                      Solutions:

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

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