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Microsoft DP-750 Exam Syllabus Topics:

SectionWeightObjectives
Set up and configure an Azure Databricks environment15-20%- Create and configure Azure Databricks workspaces
  • 1. Configure networking and connectivity
  • 2. Manage Databricks runtimes
  • 3. Configure workspace settings
  • 4. Configure compute resources and clusters
Secure and govern Unity Catalog objects15-20%- Implement governance and security
  • 1. Implement access control and permissions
  • 2. Configure Unity Catalog
  • 3. Implement data-sharing capabilities
  • 4. Manage data lineage and auditing
  • 5. Manage catalogs, schemas, and tables
Prepare and process data30-35%- Ingest and transform data
  • 1. Implement Delta Lake tables
  • 2. Apply medallion architecture patterns
  • 3. Transform data using SQL and Python
  • 4. Implement streaming data processing
  • 5. Implement data quality controls
  • 6. Model and partition data
  • 7. Optimize storage and table performance
  • 8. Use Auto Loader and batch ingestion
Deploy and maintain data pipelines and workloads30-35%- Manage production workloads
  • 1. Deploy workloads using Databricks Asset Bundles
  • 2. Monitor and troubleshoot pipelines
  • 3. Optimize workload performance and reliability
  • 4. Implement CI/CD processes
  • 5. Maintain production data engineering solutions
  • 6. Create and manage Lakeflow Jobs
  • 7. Integrate Git-based development workflows

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 catalog named CatalogV Catalog1 contains a schema named Schema! and a table named Table1.
You need to ensure that access to the data in Table1 is controlled by using attribute based access control (ABAC).
What should you apply to Table1, and how should you control access for users? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.


2. You have an Azure Databricks workspace that is enabled for Unity Catalog.
You have a complex job named Job1 that contains eight tasks. Job1 takes multiple hours to complete.
During the last job run, the final task fails due to a transient issue.
You need to retry the last task without rerunning tasks that have already completed.
What should you do?

A) Update the job parameters.
B) Disable and reenable the job schedule.
C) Repair the current job run.
D) Restart Job1.


3. You have an Azure Databticks workspace that contains an all-purpose compute cluster named Cluster1.
Cluser1 is used for
interactive development.
You need to configure Cluster1 to meet the following requirements:
* Automatically add and remove worker nodes based on workload demand
* Automatically shut down when the cluster has been idle for a specific period.
What should you configure for each requirement? To answer, drag the appropriate options to the correct requirements. Each option may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content NOTE: Each correct selection is worth one point.


4. You have an Azure Databricks workspace that contains a Delta table named Customer.
A job named Job1 performs frequent upserts into Customer.
You discover that Job1 has created many small Parquet files in Customer, and the small files are degrading query performance.
You need to improve query performance for the current data already stored in Customer. The solution must not affect the travel for the Customer table.
What should you do?

A) Set the delta.autoOptimize.optimizeWrite Apache Spark configuration to true.
B) Run the OPTIMIZE command on the Customer table.
C) Set the delta.deletedFileRetentionDuration table property to 1 day.
D) Run the VACUUM command on the Customer table.


5. 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) Increase an all-purpose cluster to a larger fixed node type.
D) Disable autoscaling for a job compute cluster.


Solutions:

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

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