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Question # 1
You have an Azure SQL database named DB1. In a Fabric workspace, you deploy an eventstream named EventStreamDBI to stream record changes from DB1 into a lakehouse. You discover that events are NOT being propagated to EventStreamDBI.You need to ensure that the events are propagated to EventStreamDBI. What should you do?
A. Create a read-only replica of DB1.
B. Create an Azure Stream Analytics job.
C. Enable Extended Events for DB1.
D. Enable change data capture (CDC) for DB1.
Question # 2
You are implementing a medallion architecture in a Fabric lakehouse. You plan to create a dimension table that will contain the following columns: • ID • CustomerCode • CustomerName • CustomerAddress • CustomerLocation • ValidFrom • ValidTo You need to ensure that the table supports the analysis of historical sales data by customer location at the time of each sale Which type of slowly changing dimension (SCD) should you use?
A. Type 2
B. Type 0
C. Type 1
D. Type 3
Question # 3
You have a Fabric workspace named Workspacel that contains the following items: • A Microsoft Power Bl report named Reportl • A Power Bl dashboard named Dashboardl • A semantic model named Modell • A lakehouse name Lakehouse1 Your company requires that specific governance processes be implemented for the items. Which items can you endorse in Fabric?
A. Lakehouse1, Modell, and Dashboard1 only
B. Lakehouse1, Modell, Report1 and Dashboard1
C. Report1 and Dashboard1 only
D. Model1, Report1, and Dashboard1 only
E. Lakehouse1, Model1, and Report1 only
Question # 4
You have a Fabric warehouse named DW1 that loads data by using a data pipeline named Pipeline1. Pipeline1 uses a Copy data activity with a dynamic SQL source. Pipeline1 is scheduled to run every 15 minutes. You discover that Pipeline1 keeps failing. You need to identify which SQL query was executed when the pipeline failed. What should you do?
A. From Monitoring hub, select the latest failed run of Pipeline1, and then view the output JSON
B. From Monitoring hub, select the latest failed run of Pipeline1, and then view the input JSON
C. From Real-time hub, select Fabric events, and then review the details of Microsoft.Fabric.ItemReadFailed.
D. From Real-time hub, select Fabric events, and then review the details of Microsoft. Fabric.ItemUpdateFailed.
Question # 5
You have a Fabric workspace that contains a warehouse named Warehouse1. While monitoring Warehouse1, you discover that query performance has degraded during the last 60 minutes. You need to isolate all the queries that were run during the last 60 minutes. The results must include the username of the users that submitted the queries and the query statements. What should you use?
A. the Microsoft Fabric Capacity Metrics app
B. views from the queryinsights schema
C. Query activity
D. the sys.dm_exec_requests dynamic management view
Question # 6
What should you do to optimize the query experience for the business users?
A. Enable V-Order.
B. Create and update statistics.
C. Run the VACUUM command.
D. Introduce primary keys.
Question # 7
You need to implement the solution for the book reviews. Which should you do?
A. Create a Dataflow Gen2 dataflow.
B. Create a shortcut.
C. Enable external data sharing.
D. Create a data pipeline.
Question # 8
You need to resolve the sales data issue. The solution must minimize the amount of data transferred.What should you do?
A. Spilt the dataflow into two dataflows.
B. Configure scheduled refresh for the dataflow.
C. Configure incremental refresh for the dataflow. Set Store rows from the past to 1 Month.
D. Configure incremental refresh for the dataflow. Set Refresh rows from the past to 1 Year.
E. Configure incremental refresh for the dataflow. Set Refresh rows from the past to 1 Month.
Question # 9
You need to schedule the population of the medallion layers to meet the technical requirements.What should you do?
A. Schedule a data pipeline that calls other data pipelines.
B. Schedule a notebook.
C. Schedule an Apache Spark job.
D. Schedule multiple data pipelines.
Question # 10
You have a Fabric notebook named Notebook1 that has been executing successfully for the lastweek.During the last run, Notebook1executed nine jobs.You need to view the jobs in a timeline chart.What should you use?
A. Real-Time hub
B. Monitoring hub
C. the job history from the application run
D. Spark History Server
E. the run series from the details of the application run
Question # 11
You have a Fabric warehouse named DW1 that loads data by using a data pipeline named Pipeline1.Pipeline1 uses a Copy data activity with a dynamic SQL source. Pipeline1 is scheduled to run every15 minutes.You discover that Pipeline1 keeps failing.You need to identify which SQL query was executed when the pipeline failed.What should you do?
A. From Monitoring hub, select the latest failed run of Pipeline1, and then view the output JSON.
B. From Monitoring hub, select the latest failed run of Pipeline1, and then view the input JSON.
C. From Real-time hub, select Fabric events, and then review the details of
Microsoft.Fabric.ItemReadFailed.
D. From Real-time hub, select Fabric events, and then review the details of Microsoft.Fabric.ItemUpdateFailed.
Question # 12
You have a Fabric workspace that contains an eventstream named EventStream1. EventStream1 outputs events to a table in a lakehouse. You need to remove files that are older than seven days and are no longer in use. Which command should you run?
A. VACUUM
B. COMPUTE
C. OPTIMIZE
D. CLONE
Question # 13
You have a Fabric workspace that contains a warehouse named Warehouse1. Data is loaded dailyinto Warehouse1 by using data pipelines and stored procedures.You discover that the daily data load takes longer than expected.You need to monitor Warehouse1 to identify the names of users that are actively running queries.Which view should you use?
A. sys.dm_exec_connections
B. sys.dm_exec_requests
C. queryinsights.long_running_queries
D. queryinsights.frequently_run_queries
E. sys.dm_exec_sessions
Question # 14
You have a Fabric workspace that contains a lakehouse named Lakehouse1. Lakehouse1 contains aDelta table named Table1.You analyze Table1 and discover that Table1 contains 2,000 Parquet files of 1 MB each.You need to minimize how long it takes to query Table1.What should you do?
A. Disable V-Order and run the OPTIMIZE command.
B. Disable V-Order and run the VACUUM command.
C. Run the OPTIMIZE and VACUUM commands.
Question # 15
You have a Fabric workspace that contains a lakehouse named Lakehouse1.In an external data source, you have data files that are 500 GB each. A new file is added every day.You need to ingest the data into Lakehouse1 without applying any transformations. The solutionmust meet the following requirementsTrigger the process when a new file is added.Provide the highest throughput.Which type of item should you use to ingest the data?
A. Data pipeline
B. Environment
C. KQL queryset
D. Dataflow Gen2
Today, cleared DP-700! The exam was very scenario-driven around data pipelines and analytics workloads. Fair, tough, and happy with the outcome.
Arpit Lad
For my last-week revision prior to DP-700, I used Certifycerts, and it really helped me tighten my weak spots. I passed with confidence because the practice questions seemed real.
Sawyer Hoffman
DP-700 succeeded on the first try. The most significant difference for me was my comprehension of actual data engineering workflows. Certainly a useful certification.
Luca Bennett
