PASS GUARANTEED QUIZ DP-700 - IMPLEMENTING DATA ENGINEERING SOLUTIONS USING MICROSOFT FABRIC USEFUL VCE FORMAT

Pass Guaranteed Quiz DP-700 - Implementing Data Engineering Solutions Using Microsoft Fabric Useful Vce Format

Pass Guaranteed Quiz DP-700 - Implementing Data Engineering Solutions Using Microsoft Fabric Useful Vce Format

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Microsoft Implementing Data Engineering Solutions Using Microsoft Fabric Sample Questions (Q44-Q49):

NEW QUESTION # 44
You need to ensure that usage of the data in the Amazon S3 bucket meets the technical requirements.
What should you do?

  • A. Create a workspace identity and enable high concurrency for the notebooks.
  • B. Create a shortcut and ensure that caching is disabled for the workspace.
  • C. Create a shortcut and ensure that caching is enabled for the workspace.
  • D. Create a workspace identity and use the identity in a data pipeline.

Answer: B

Explanation:
To ensure that the usage of the data in the Amazon S3 bucket meets the technical requirements, we must address two key points:


NEW QUESTION # 45
You have an Azure Event Hubs data source that contains weather data.
You ingest the data from the data source by using an eventstream named Eventstream1. Eventstream1 uses a lakehouse as the destination.
You need to batch ingest only rows from the data source where the City attribute has a value of Kansas. The filter must be added before the destination. The solution must minimize development effort.
What should you use for the data processor and filtering? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

Answer:

Explanation:


NEW QUESTION # 46
You need to populate the MAR1 data in the bronze layer.
Which two types of activities should you include in the pipeline? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

  • A. WebHook
  • B. Stored procedure
  • C. ForEach
  • D. Copy data

Answer: C,D

Explanation:
MAR1 has seven entities, each accessible via a different API endpoint. A ForEach activity is required to iterate over these endpoints to fetch data from each one. It enables dynamic execution of API calls for each entity.
The Copy data activity is the primary mechanism to extract data from REST APIs and load it into the bronze layer in Delta format. It supports native connectors for REST APIs and Delta, minimizing development effort.


NEW QUESTION # 47
You have an Azure Data Lake Storage Gen2 account named storage1 and an Amazon S3 bucket named storage2.
You have the Delta Parquet files shown in the following table.

You have a Fabric workspace named Workspace1 that has the cache for shortcuts enabled. Workspace1 contains a lakehouse named Lakehouse1. Lakehouse1 has the following shortcuts:
The data from which shortcuts will be retrieved from the cache?

  • A. Trips and Stores only
  • B. Products and Store only
  • C. Stores only
  • D. Products only
  • E. Products. Stores, and Trips

Answer: B

Explanation:
When the cache for shortcuts is enabled in Fabric, the data retrieval is governed by the caching behavior, which generally retains data for a specific period after it was last accessed. The data from the shortcuts will be retrieved from the cache if the data is stored in locations that support caching. Here's a breakdown based on the data's location:
Products: The ProductFile is stored in Azure Data Lake Storage Gen2 (storage1). Since Azure Data Lake is a supported storage system in Fabric and the file is relatively small (50 MB), this data is most likely cached and can be retrieved from the cache.
Stores: The StoreFile is stored in Amazon S3 (storage2), and even though it is stored in a different cloud provider, Fabric can cache data from Amazon S3 if caching is enabled. This data (25 MB) is likely cached and retrievable.
Trips: The TripsFile is stored in Amazon S3 (storage2) and is significantly larger (2 GB) compared to the other files. While Fabric can cache data from Amazon S3, the larger size of the file (2 GB) may exceed typical cache sizes or retention windows, causing this file to likely be retrieved directly from the source instead of the cache.


NEW QUESTION # 48
You have a Fabric workspace that contains a warehouse named Warehouse1.
You have an on-premises Microsoft SQL Server database named Database1 that is accessed by using an on-premises data gateway.
You need to copy data from Database1 to Warehouse1.
Which item should you use?

  • A. a Dataflow Gen1 dataflow
  • B. a KQL queryset
  • C. a notebook
  • D. a data pipeline

Answer: D

Explanation:
To copy data from an on-premises Microsoft SQL Server database (Database1) to a warehouse (Warehouse1) in Microsoft Fabric, the best option is to use a data pipeline. A data pipeline in Fabric allows for the orchestration of data movement, from source to destination, using connectors, transformations, and scheduled workflows. Since the data is being transferred from an on-premises database and requires the use of a data gateway, a data pipeline provides the appropriate framework to facilitate this data movement efficiently and reliably.


NEW QUESTION # 49
......

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