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

"Implementing Data Engineering Solutions Using Azure Databricks", also known as DP-750 exam, is a Microsoft Certification. With the complete collection of questions and answers, BraindumpsPass has assembled to take you through 93 Q&As to your DP-750 Exam preparation. In the DP-750 exam resources, you will cover every field and category in Microsoft Certified: Fabric Data Engineer Associate Certification helping to ready you for your successful Microsoft Certification.

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  • Exam Code: DP-750
  • Exam Name: Implementing Data Engineering Solutions Using Azure Databricks
  • Certification Provider: Microsoft
  • Corresponding Certification: Microsoft Certified: Fabric Data Engineer Associate
  • Updated: Jul 23, 2026
  • No. of Questions: 93 Questions & Answers with Testing Engine
  • Download Limit: Unlimited

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Microsoft DP-750 Exam Syllabus Topics:

SectionWeightObjectives
Prepare and process data30-35%- Data quality and validation
  • 1. Handling nulls, duplicates, and missing data
    • 2. Pipeline expectations and data quality constraints
      • 3. Schema enforcement and validation rules
        - 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 transformation and modeling
              • 1. Delta Lake table design and SCD patterns
                • 2. Joins, aggregations, and normalization/denormalization
                  • 3. SQL and PySpark transformations
                    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. Tags and policy enforcement
                            • 3. Row-level and column-level security
                              Deploy and manage data pipelines and workloads30-35%- Lakehouse architecture operations
                              • 1. Delta Live Tables pipelines
                                • 2. Delta Lake optimization and clustering strategies
                                  - 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
                                          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. Cluster types and configuration (job, all-purpose, serverless)
                                                  • 2. Autoscaling, termination, and performance tuning
                                                    • 3. Runtime, Spark, and Photon configuration

                                                      Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

                                                      1. You have an Azure Databricks workspace that is enabled for Unity Catalog and contains a Delta table named db1.sales_orders.
                                                      dbl sales_orders is updated nightly and has change data feed (CDF) enabled.
                                                      You need to ingest all the changes from the dbl.sales.ordets table, including inserts, updates, and deletes, into a downstream pipeline.
                                                      How should you complete the PsySpark code segment? To answer, select the appropriate options in the answer area.
                                                      NOTE: Each correct selection is worth one point.


                                                      2. You need to configure compute for the ingestion of telemetry data. The solution must meet the data ingestion and processing requirements.
                                                      What should you do?

                                                      A) Move the ingestion pipelines to shared compute.
                                                      B) Enable Photon acceleration for a job compute cluster.
                                                      C) Disable autoscaling for a job compute cluster.
                                                      D) Increase an all-purpose cluster to a larger fixed node type.


                                                      3. You have an Azure Databricks workspace that contains a job in Lakeflow Jobs named Job1.
                                                      Job1 processes raw data files stored in Azure Storage.
                                                      New files arrive at unpredictable intervals.
                                                      You need to ensure that Job1 starts automatically when new files arrive and does NOT consume compute resources when no data is available.
                                                      Which type of job trigger should you use?

                                                      A) continuous
                                                      B) file arrival
                                                      C) scheduled
                                                      D) manual


                                                      4. 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) 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 on Cluster1 and manually restart the cluster.


                                                      5. 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.


                                                      Solutions:

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

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