DP-750 Q&A - in .pdf

  • DP-750 pdf
  • Exam Code: DP-750
  • Exam Name: Implementing Data Engineering Solutions Using Azure Databricks
  • Updated: Oct 16, 2026
  • Q & A: 93 Questions and Answers
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  • Exam Code: DP-750
  • Exam Name: Implementing Data Engineering Solutions Using Azure Databricks
  • Updated: Oct 16, 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. Attribute-based access control (ABAC)
        • 2. Row-level and column-level security
          • 3. Tags and policy enforcement
            Topic 2: Deploy and manage data pipelines and workloads30-35%- Lakehouse architecture operations
            • 1. Delta Lake optimization and clustering strategies
              • 2. Delta Live Tables pipelines
                - Operational reliability
                • 1. Error handling and retries
                  • 2. Monitoring and logging (Azure Monitor integration)
                    - Pipeline design and orchestration
                    • 1. Databricks Jobs and Workflows
                      • 2. Notebook-based vs declarative pipelines
                        Topic 3: 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. Auto Loader and CDC ingestion patterns
                                • 2. Batch ingestion using COPY INTO and CTAS
                                  • 3. Streaming ingestion using Spark Structured Streaming
                                    - Data transformation and modeling
                                    • 1. Joins, aggregations, and normalization/denormalization
                                      • 2. Delta Lake table design and SCD patterns
                                        • 3. SQL and PySpark transformations
                                          Topic 4: Configure and manage Azure Databricks environments15-20%- Security and authentication setup
                                          • 1. Service principals and managed identities
                                            • 2. Azure Key Vault integration
                                              • 3. Access control for compute resources
                                                - 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)

                                                      Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

                                                      Question #1

                                                      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. Merge main into Branch1.
                                                      • B. Create a pull request for Branch1.
                                                      • C. Pull the latest changes from main.
                                                      • D. Pull the latest changes from Branch1.
                                                      Reveal Solution  Discussion  0

                                                      Correct Answer: C  🗳️

                                                      Explanation: Only visible for PracticeDump members. You can sign-up / login (it's free).

                                                      Question #2

                                                      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.

                                                      Reveal Solution  Discussion  0

                                                      Correct Answer:


                                                      Explanation:
                                                      Two things are needed here:
                                                      For the rule enforcement: use @dlt.expect_or_drop. This drops any record that violates rule1 before it reaches Table1, while the pipeline continues processing all valid records. The table only ever receives clean data.
                                                      For reviewing metrics: the Lakeflow SDP Pipeline UI is the right tool - zero development effort required.
                                                      The pipeline graph shows expectation pass/fail counts directly on each table node, and the event log provides a detailed per-batch breakdown of how many records were dropped and why. Data engineers can inspect this at any time without writing additional monitoring queries or connecting external dashboards.
                                                      This combination is one of the strongest arguments for SDP over hand-coded Structured Streaming:
                                                      expectation observability is built in, not bolted on.
                                                      Reference: https://learn.microsoft.com/en-us/azure/databricks/delta-live-tables/expectations

                                                      Question #3

                                                      You have an Azure Databricks workspace that is enabled for Unity Catalog and contains a managed Delta table named Table1. Table1 stores customer data.
                                                      You need to implement a data retention solution that meets the following requirements:
                                                      Deleted data must be retained for 30 days to support audits.
                                                      Deleted data that is older than 30 days must be removed permanently.
                                                      The solution must minimize administrative effort.
                                                      Which two properties should you configure? Each correct answer presents part of the solution.
                                                      NOTE: Each correct selection is worth one point.

                                                      • A. delta.enableDeletionVectors
                                                      • B. delta.autoOptimize.autoCompact
                                                      • C. delta.deletedFileRetentionDuration
                                                      • D. delta.logRetentionDuration
                                                      • E. delta.timeUntilArchived
                                                      Reveal Solution  Discussion  0

                                                      Correct Answer: C,D  🗳️

                                                      Explanation: Only visible for PracticeDump members. You can sign-up / login (it's free).

                                                      Question #4

                                                      You have an Azure Databricks workspace that contains a Git folder and uses Azure Repos as the Git provider.
                                                      From the main branch, you create a branch named Branch1. You commit changes to Branch1.
                                                      You need to incorporate the changes from Branch1 into main The solution must preserve the commit history in the repository. Which command should you run?

                                                      • A. merge
                                                      • B. rebase
                                                      • C. pull
                                                      • D. Push
                                                      Reveal Solution  Discussion  0

                                                      Correct Answer: A  🗳️

                                                      Explanation: Only visible for PracticeDump members. You can sign-up / login (it's free).

                                                      Question #5

                                                      You need to deploy Declarative Automation Bundles to a development environment. The solution must support automated and repeatable deployments across environments.
                                                      What should you use?

                                                      • A. the Jobs UI
                                                      • B. the Databricks SDK for Python
                                                      • C. Git folders
                                                      • D. the Databricks CLI
                                                      Reveal Solution  Discussion  0

                                                      Correct Answer: D  🗳️

                                                      Explanation: Only visible for PracticeDump members. You can sign-up / login (it's free).

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