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| Section | Weight | Objectives |
|---|---|---|
| Monitor and optimize an analytics solution | 30-35% | - Optimize performance of data storage and queries - Implement error handling in pipelines - Monitor Fabric items |
| Implement and manage an analytics solution | 30-35% | - Implement lifecycle management and source control for analytics assets - Configure and manage workspace settings and item access - Implement security and governance - Orchestrate processes with Data Factory pipelines |
| Ingest and transform data | 30-35% | - Transform data using Dataflows Gen2 and notebooks - Ingest and transform data using eventstreams - Optimize and manage Delta tables - Design and implement loading patterns - Ingest data using Data Factory pipelines and Dataflows Gen2 |
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NEW QUESTION # 53
You have a Fabric workspace that contains a lakehouse and a notebook named Notebook1. Notebook1 reads data into a DataFrame from a table named Table1 and applies transformation logic. The data from the DataFrame is then written to a new Delta table named Table2 by using a merge operation.
You need to consolidate the underlying Parquet files in Table1.
Which command should you run?
Answer: D
Explanation:
To consolidate the underlying Parquet files in Table1 and improve query performance by optimizing the data layout, you should use the OPTIMIZE command in Delta Lake. The OPTIMIZE command coalesces smaller files into larger ones and reorganizes the data for more efficient reads. This is particularly useful when working with large datasets in Delta tables, as it helps reduce the number of files and improves performance for subsequent queries or operations like MERGE.
NEW QUESTION # 54
You have a Fabric workspace named Workspace1 that contains a warehouse named Warehouse2. A team of data analysts has Viewer role access to Workspace1. You create a table by running the following statement.
You need to ensure that the team can view only the first two characters and the last four characters of the Creditcard attribute.
How should you complete the statement? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
Explanation:
NEW QUESTION # 55
You have a Fabric .
In Warehouse1, you create a table named DimCustomer by running the following statement.
You need to set the Customerkey column as a primary key of the DimCustomer table.
Which three code segments should you run in sequence? To answer, move the appropriate code segments from the list of code segments to the answer area and arrange them in the correct order.
Answer:
Explanation:
Explanation:
NEW QUESTION # 56
You need to ensure that the data engineers are notified if any step in populating the lakehouses fails. The solution must meet the technical requirements and minimize development effort.
What should you use? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
Explanation:
NEW QUESTION # 57
You have a Fabric lakehouse that contains the resources shown in the following table.
You need to use a notebook to query for customers in the United States and load the filtered data into USCustomers. The solution must minimize the number of scripts used.
Which statement should you use?
Answer: B
NEW QUESTION # 58
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