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Microsoft DP-750 Exam Syllabus Topics:

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

Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

1. You have an Azure Databricks workspace named Workspace1 that contains a Git folder linked to a remote Git repository. The Git folder contains a Databricks notebook named Notebook1.
From the main branch, you create a feature branch named Branch1 and commit changes to Notebook1.
Another user commits changes to Notebook1 in main.
When you attempt to merge Branch1 into main, a merge conflict occurs.
You need to ensure that Notebook1 in main includes the changes from both branches.
What should you do?

A) Merge main into Branch1, resolve the conflicts, and then complete the merge of Branch1 into main.
B) From Workspace1, clone Branch1 as a new Git folder.
C) Apply the changes directly to the main branch.
D) From Workspace1, clone the main branch as a new Git folder.


2. You have an Azure Databricks workspace
You are creating a Lakeflow Spark Declarative Pipelines (SDP) pipeline that scales automatically. You need to configure compute for the pipeline. The solution must minimize operational costs and effort. What should you use?

A) an all-purpose cluster that uses autoscaling
B) the existing SQL warehouse
C) a single-node, all-purpose cluster
D) a job cluster that uses autoscaling


3. You have an Azure Databricks workspace that is enabled for Unity Catalog.
You have a Lakeflow Spark Declarative Pipelines (SDP) pipeline that writes numerical data to a table named Table1 by using a data quality validation rule named rule1.
You need to modify rule1 to meet the following requirements:
Ensure that amount is always greater than 0.
Prevent an update to Table1 from being committed when data that violates rule1 is detected.
Which statement should you execute?

A) @dlt.expect_all_or_drop({ " rule1 " : " amount > 0 " })
B) @dlt.expect_or_drop( " rule1 " , " amount > 0 " )
C) @dlt.expect( " rule1 " , " amount > 0 " )
D) @dlt.expect_or_fail( " rule1 " , " amount > 0 " )


4. You have an Azure Databricks workspace.
Users report that a Databricks notebook that runs each day takes longer than expected to run.
When reading the Directed Acyclic Graph (DAG), you discover the following issues concerning the Apache Spark stage:
* Most tasks in the stage finish quickly.
* A few tasks in the stage run more slowly.
* The CPU is underutilized at the end of the stage.
* The slow tasks process many more input records.
* The stage is blocked while it waits for the few slow tasks.
What is the root cause of the issues?

A) spilling
B) shuffling
C) skewing
D) caching


5. You have an Azure Databticks workspace that is enabled for Unity Catalog and contains a catalog named catalog1.
You have a group named group!
You plan to create a schema named schema1 in catalog1.
You need to ensure that group1 meets the following requirements:
* Can create tables in schema1
* Can modify and query tables
* Cannot grant permissions for the schema and its objects
How should you complete the SQL statements? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.


Solutions:

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

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