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Exam Code: Professional-Data-Engineer Dumps

Questions and Answers: 104

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NEW QUESTION: 1
You have an Azure Storage account that generates 200,000 new files daily. The file names have a format of
{YYYY}/{MM}/{DD}/{HH}/{CustomerID}.csv.
You need to design an Azure Data Factory solution that will load new data from the storage account to an Azure Data Lake once hourly. The solution must minimize load times and costs.
How should you configure the solution? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point

Answer:
Explanation:

Explanation

Box 1: Incremental load
When you start to build the end to end data integration flow the first challenge is to extract data from different data stores, where incrementally (or delta) loading data after an initial full load is widely used at this stage.
Now, ADF provides a new capability for you to incrementally copy new or changed files only by LastModifiedDate from a file-based store. By using this new feature, you do not need to partition the data by time-based folder or file name. The new or changed file will be automatically selected by its metadata LastModifiedDate and copied to the destination store.
Box 2: Tumbling window
Tumbling window triggers are a type of trigger that fires at a periodic time interval from a specified start time, while retaining state. Tumbling windows are a series of fixed-sized, non-overlapping, and contiguous time intervals. A tumbling window trigger has a one-to-one relationship with a pipeline and can only reference a singular pipeline.
Reference:
https://azure.microsoft.com/en-us/blog/incrementally-copy-new-files-by-lastmodifieddate-with-azure-data-factor
https://docs.microsoft.com/en-us/azure/data-factory/how-to-create-tumbling-window-trigger

NEW QUESTION: 2
On which type of architecture are SMB customers typically seeking to deploy their Exchange environments?
A. one that enables the customer to start small and grow the number and size of mailboxes affordably, nondisruptively, and all within the same infrastructure
B. one with mesh-active 8 controller node design to handle diverse and unpredictable workloads typical of multi- tenant cloud environments
C. one that provides a low entry option yet provides initial capacity to control spikes in business operations
D. one that reduces native managed archive solutions and the proliferation of unmanaged .pst files
Answer: A

NEW QUESTION: 3
A company in a high-inflation country wants to valuate their finished products with actual costs reflecting all the latest price variances. Which method do you recommend?
A. Use actual price determination in the material ledger
B. Use lowest-value determination of raw materials.
C. Valuate all materials with LIFO valuation.
D. Activate FIFO valuation in the special ledger
Answer: A

NEW QUESTION: 4
You have created a device group with servers for a particular IT department in your organization, and this device group includes Windows and Red Hat managed servers. You have created a Software Policy to install an application for the Windows Servers and configured the Software Policy appropriately as well. When attempting to remediate your device group that contains both Windows and Red Hat managed servers, which of the following actions will occur?
A. HPSA will not attempt installing the software policy on any of Windows or the Red Hat managed servers in the device group
B. HPSA will not attempt installing the software policy on the Red Hat managed servers in the device group until a remediation action is taken
C. HPSA will attempt installing the software policy on both the Windows and the Red Hat managed servers in the device group
D. HPSA will not allow you to attach the device group that contains both Windows and Red Hat managed servers because of the Red Hat managed servers
Answer: B
Explanation:
Reference:
https://hpln.hp.com/system/files/SA_07.50.08_Release_Notes.txt


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