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Microsoft DP-750 Exam Syllabus Topics:

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

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 two Delta tables named Table1 and Table2 of the same data type.
Table1 contains a column named Columnl. Table2 contains a column named Column2. You run the following query.
SELECT Column1
FROM Table1
GROUP BY Column1
HAVING COUNT( " ) > 1
INTERSECT
SELECT C0lumn2
FROM Table2
GROUP BY Column2
HAVING COUNT( ' ) > 1;
What occurs when you run the query?

A) Values appear in Table more than once.
B) Values appear in Table2 but NOT Table1.
C) Values appear in either table more than once.
D) Values appear in both tables more than once.


2. 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.


3. You have an Azure Databricks workspace that is enabled for Unity Catalog and contains a Delta table named Orders You load the Orders table into an Apache Spark DataFrame named df.
You need to create a DataFrame that excludes rows where the order amount is null.
Solution: You run the following expression.
df-fillna(0, subset=[ ' order_amount ' ])
Does this meet the goal?

A) Yes
B) No


4. You have an Azure Databricks workspace that is enabled for Unity Catalog and contains a managed Delta table named Payments.
Payments stores transaction data and contains a column named payment_amount of the Decimal data type.
You must enforce the following business rule:
payment_amount must be between 0 and 10,000, inclusive
You need to ensure that records that violate the rule are rejected when data is written to the Payments table.
What should you do?

A) Run SELECT statements to filter out records that have invalid values in payment_amount.
B) Create a table update trigger.
C) Add a CHECK constraint to payment_amount to enforce the allowed range.
D) Configure row-level security (RLS) to hide records that have invalid values.


5. You have an Azure Databricks workspace that is enabled for Unity Catalog.
You need to recommend a pipeline that ingests files from cloud storage, performs cleansing and enrichment transformations, and writes created Delta tables for analytics. The solution must minimize development effort and provide built-in monitoring and automatic retries.
What should you include in the recommendation?

A) an Apache Spark Structured Streaming job
B) an Azure Data Factory pipeline that uses data flows
C) a Lakeflow Spark Declarative Pipelines (SDPJ pipeline
D) a Databricks notebook triggered by a scheduled job


Solutions:

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

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