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Microsoft DP-750 Exam Syllabus Topics:

SectionWeightObjectives
Set up and configure an Azure Databricks environment15–20%- Integrate with Azure services
  • 1. Connect to Azure Data Lake Storage, Azure Data Factory, Microsoft Entra ID
  • 2. Configure monitoring with Azure Monitor and diagnostic settings
- Select and configure compute resources
  • 1. Choose compute types: serverless, job compute, SQL warehouse, classic compute
  • 2. Manage workspace settings, permissions, and networking
  • 3. Configure cluster policies, instance pools, and libraries
Secure and govern Unity Catalog objects15–20%- Implement data governance and security
  • 1. Manage catalogs, schemas, tables, views, and volumes
  • 2. Configure access control: row-level, column-level, attribute-based security
  • 3. Enforce data quality, lineage, and auditing
- Manage data sharing and permissions
  • 1. Grant and revoke permissions, manage groups and service principals
  • 2. Set up external locations and storage credentials
Prepare and process data30–35%- Ingest and transform data
  • 1. Implement schema enforcement, schema drift, and slowly changing dimensions
  • 2. Transform using Spark SQL, PySpark, Scala, and Delta Lake
  • 3. Ingest batch and streaming data from multiple sources
- Optimize and manage data storage
  • 1. Optimize Delta tables: partitioning, Z-ordering, vacuum, optimize
  • 2. Implement lakehouse architecture and manage table versions
  • 3. Handle structured, semi-structured, and unstructured data
Deploy and maintain data pipelines and workloads30–35%- Build and orchestrate pipelines
  • 1. Design and implement Lakeflow Spark Declarative Pipelines
  • 2. Configure Lakeflow Jobs: schedules, triggers, alerts, retries
  • 3. Implement CI/CD with Git, Databricks Asset Bundles, CLI, and APIs
- Monitor, troubleshoot, and maintain workloads
  • 1. Apply SDLC practices and version control
  • 2. Monitor performance, logs, and execution metrics
  • 3. Troubleshoot failures, repair and restart jobs

Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

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 Contributor role for the resource group that contains Workspace1.
  • D. Assign User1 the workspace admins role for Workspace1.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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

You have an Azure Databricks workspace named Workspace1 that contains a lakehouse and is enabled for Unity Catalog.
You have a connection to a Microsoft SQL Server database named DB1.
You need to expose the schemas and tables of DB1 to meet the following requirements:
* The schemas and tables can be queried in Databricks.
* The schemas and tables appear alongside other Unity Catalog objects.
* The data is NOT copied into Databricks-managed storage.
Solution: You create a foreign catalog in Catalog Explorer.
Does this meet the goal?

  • A. Yes
  • B. No
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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

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. inference
  • B. snapshot
  • C. time series
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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

You need to configure the telemetry pipeline to support the planned changes for pipeline orchestration and address the resiliency issues.
What should you do?

  • A. Use Lakeflow Jobs and define task dependencies between the ingestion, cleansing, and curation tasks.
  • B. Use Azure Data Factory to orchestrate three separate Databricks notebook activities and define the task dependencies between each notebook activity.
  • C. Create a single Databricks notebook that contains all the ingestion, cleansing, and curation logic in sequential cells.
  • D. Create three separate jobs and schedule them to run at staggered times.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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

You have an Azure Databricks workspace that contains a job in Lakeflow Jobs named Job1.
Job! 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. manual
  • B. scheduled
  • C. continuous
  • D. file arrival
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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