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Microsoft : DP-203

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Aug 6,2026
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Data Engineering on Microsoft Azure
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About DP-203 Exam


Prepare for Microsoft Exam DP-203 and demonstrate your real-world mastery of designing and implementing data engineering solutions on Microsoft Azure. This Exam Ref is ideal for data engineers, cloud engineers, and analytics professionals responsible for building secure, scalable, and efficient data pipelines and storage solutions.
Recommend you to use our Exam DP-203 actual test practice material latest version to ensure best practices and first-attempt pass guaranteed!
— Exam Topics
Design and implement data storage (40–45%)
Design and develop data processing (25–30%)
Design and implement data security (10–15%)
Monitor and optimize data storage and data processing (10–15%)
Microsoft Azure Data Engineer Associate DP-203 Exam Format
— DP-203 Exam Format:
Exam code – DP-203
Exam type – Proctored
Exam duration – 120 minutes
Exam length – 40–60 questions
Passing score – 70% (700/1000)
Delivery languages – English, Japanese, Chinese (Simplified), Korean, German, French, Spanish, Portuguese (Brazil), Arabic (Saudi Arabia), Russian, Chinese (Traditional), Italian, Indonesian (Indonesia)
Additional study materials – Free learning path (Post Premium Access, you can ask Clearcatnet for the free learning path link)
Exam Level – Associate
Role – Data Engineer
Renewal Frequency – 12 months

📘 Free DP-203 Sample Questions

Question No. 1
DP-203 Exam Question
You have a table in an Azure Synapse Analytics dedicated SQL pool. The table was created by using the following Transact-SQL statement.
A [ManagerEmployeeID] [smallint] NULL
B [ManagerEmployeeKey] [smallint] NULL
C [ManagerEmployeeKey] [int] NULL
D [ManagerName] [varchar](200) NULL
Correct Answer: C. [ManagerEmployeeKey] [int] NULL
Explanation: We need an extra column to identify the Manager. Use the data type as the EmployeeKey column, an int column.

Reference:
https://docs.microsoft.com/en-us/analysis-services/tabular-models/hierarchies-ssas-tabular
Question No. 2
DP-203 Exam Question
You have an Azure Synapse workspace named MyWorkspace that contains an Apache Spark database named mytestdb.
You run the following command in an Azure Synapse Analytics Spark pool in MyWorkspace. CREATE TABLE mytestdb.myParquetTable(
EmployeeID int, EmployeeName string, EmployeeStartDate date)

USING Parquet -
You then use Spark to insert a row into mytestdb.myParquetTable. The row contains the following data.
A 24
B an error
C a null value
Correct Answer: B. an error
Explanation: But not because of the lowercase. The case has nothing to do with the error.

If you look attentively, you will notice that we create table mytestdb.myParquetTable, but the select statement contains the reference to table mytestdb.dbo.myParquetTable (!!! - dbo).
Here is the error message I got:

Error: spark_catalog requires a single-part namespace, but got [mytestdb, dbo].
Question No. 3
DP-203 Exam Question
DRAG DROP -
You have a table named SalesFact in an enterprise data warehouse in Azure Synapse Analytics. SalesFact contains sales data from the past 36 months and has the following characteristics:
✑ Is partitioned by month
✑ Contains one billion rows
✑ Has clustered columnstore index
At the beginning of each month, you need to remove data from SalesFact that is older than 36 months as quickly as possible.
Which three actions should you perform in sequence in a stored procedure? To answer, move the appropriate actions from the list of actions to the answer area and arrange them in the correct order.
Select and Place:
A
Correct Answer: A.
Explanation: Step 1: Create an empty table named SalesFact_work that has the same schema as SalesFact. Step 2: Switch the partition containing the stale data from SalesFact to SalesFact_Work.
SQL Data Warehouse supports partition splitting, merging, and switching. To switch partitions between two tables, you must ensure that the partitions align on their respective boundaries and that the table definitions match.
Loading data into partitions with partition switching is a convenient way stage new data in a table that is not visible to users the switch in the new data.
Step 3: Drop the SalesFact_Work table.

Reference:
https://docs.microsoft.com/en-us/azure/sql-data-warehouse/sql-data-warehouse-tables-partition
Question No. 4
DP-203 Exam Question
You have files and folders in Azure Data Lake Storage Gen2 for an Azure Synapse workspace as shown in the following exhibit.
A File2.csv and File3.csv only
B File1.csv and File4.csv only
C File1.csv, File2.csv, File3.csv, and File4.csv
D File1.csv only
Correct Answer: B. File1.csv and File4.csv only
Explanation: In case of a serverless pool a wildcard should be added to the location.
https://docs.microsoft.com/en-us/azure/synapse-analytics/sql/develop-tables-external-tables?
tabs=hadoop#arguments-create-external-table
Question No. 5
DP-203 Exam Question
HOTSPOT -
You are planning the deployment of Azure Data Lake Storage Gen2. You have the following two reports that will access the data lake:
✑ Report1: Reads three columns from a file that contains 50 columns.
✑ Report2: Queries a single record based on a timestamp.
You need to recommend in which format to store the data in the data lake to support the reports. The solution must minimize read times.
What should you recommend for each report? To answer, select the appropriate options in the answer area. NOTE: Each correct selection is worth one point.
Hot Area:
A
Correct Answer: A.
Explanation: 1: Parquet - column-oriented binary file format
2: AVRO - Row based format, and has logical type timestamp https://youtu.be/UrWthx8T3UY
Question No. 6
DP-203 Exam Question
HOTSPOT -
You need to output files from Azure Data Factory.
Which file format should you use for each type of output? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point. Hot Area:
A