Microsoft Fabric Data Engineer Associate DP-700 Practice Question
You need to design a nightly process that ingests 200 GB of semi-structured JSON sales files from an Azure Storage account into a Microsoft Fabric Lakehouse. The solution must land the files unchanged, instantly expose them to several other Lakehouses without duplication, and then run PySpark code that performs complex joins and writes a cleansed Delta table. Which two Fabric capabilities should you combine to meet these requirements?
Mount the storage account in the Lakehouse and schedule a KQL transformation.
Create a OneLake shortcut to the storage location and run a PySpark notebook.
Use a pipeline Copy activity followed by a dataflow Gen2.
Enable mirroring on the storage container and query the mirrored tables with T-SQL.
A OneLake shortcut virtualizes the external JSON files so they appear in the Lakehouse immediately and can be referenced by multiple Lakehouses without copying or conversion. A notebook provides a PySpark runtime that can read the shortcut-linked files, perform complex joins and calculations, and write the results as a Delta table. A pipeline Copy activity would duplicate the data, Dataflow Gen2 cannot run arbitrary PySpark, mirroring targets relational sources, and KQL transformations do not support PySpark logic.
Ask Bash
Bash is our AI bot, trained to help you pass your exam. AI Generated Content may display inaccurate information, always double-check anything important.
What is a OneLake shortcut in Microsoft Fabric?
Open an interactive chat with Bash
How does PySpark work in Microsoft Fabric notebooks for data processing?
Open an interactive chat with Bash
What is a Delta table, and why is it useful in Lakehouses?
Open an interactive chat with Bash
Microsoft Fabric Data Engineer Associate DP-700
Ingest and transform data
Your Score:
Report Issue
Bash, the Crucial Exams Chat Bot
AI Bot
Loading...
Loading...
Loading...
Pass with Confidence.
IT & Cybersecurity Package
You have hit the limits of our free tier, become a Premium Member today for unlimited access.
Military, Healthcare worker, Gov. employee or Teacher? See if you qualify for a Community Discount.
Monthly
$19.99
$19.99/mo
Billed monthly, Cancel any time.
3 Month Pass
$44.99
$14.99/mo
One time purchase of $44.99, Does not auto-renew.
MOST POPULAR
Annual Pass
$119.99
$9.99/mo
One time purchase of $119.99, Does not auto-renew.
BEST DEAL
Lifetime Pass
$189.99
One time purchase, Good for life.
What You Get
All IT & Cybersecurity Package plans include the following perks and exams .