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Google Professional-Data-Engineer Exam Overview:

Certification Vendor:Google Cloud
Exam Name:Google Cloud Certified Professional Data Engineer Exam
Exam Number:Professional Data Engineer
Exam Format:multiple select, case study, multiple choice
Exam Duration:120 minutes
Real Exam Qty:Approximately 50–60 multiple choice and multiple select questions
Related Certifications:Google Cloud Certified - Associate Cloud Engineer
Google Cloud Certified - Professional Data Analytics Engineer
Google Cloud Certified - Professional Machine Learning Engineer
Google Cloud Certified - Professional Cloud Architect
Certificate Validity Period:2 years
Available Languages:French, Japanese, Spanish, Portuguese, English, German
Exam Price:$200 USD
Passing Score:Not publicly disclosed (scaled scoring system)
Recommended Training:Google Cloud Data Engineering Learning Path
Google Cloud Professional Data Engineer Course (Coursera)
Exam Registration:Google Cloud Certification Registration
Sample Questions:Google Professional-Data-Engineer Sample Questions
Exam Way:Online proctored exam or onsite test center (Kryterion Webassessor)
Pre Condition:No formal prerequisites required; recommended experience with data processing and Google Cloud Platform services
Official Syllabus URL:https://cloud.google.com/learn/certification/data-engineer

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Google Certified Professional Data Engineer Exam Sample Questions (Q248-Q253):

NEW QUESTION # 248
Suppose you have a table that includes a nested column called "city" inside a column called "person", but when you try to submit the following query in BigQuery, it gives you an error.
SELECT person FROM `project1.example.table1` WHERE city = "London"
How would you correct the error?

Answer: B

Explanation:
To access the person.city column, you need to "UNNEST(person)" and JOIN it to table1 using a comma.
Reference:
https://cloud.google.com/bigquery/docs/reference/standard-sql/migrating-from-legacy-sql#nested_repeated_results


NEW QUESTION # 249
What Dataflow concept determines when a Window's contents should be output based on certain criteria being met?

Answer: B

Explanation:
Triggers control when the elements for a specific key and window are output. As elements arrive, they are put into one or more windows by a Window transform and its associated WindowFn, and then passed to the associated Trigger to determine if the Windows contents should be output.
Reference:
https://cloud.google.com/dataflow/java-sdk/JavaDoc/com/google/cloud/dataflow/sdk/transforms/windowing/Trig


NEW QUESTION # 250
All Google Cloud Bigtable client requests go through a front-end server ______ they are sent to a Cloud Bigtable node.

Answer: B

Explanation:
In a Cloud Bigtable architecture all client requests go through a front-end server before they are sent to a Cloud Bigtable node.
The nodes are organized into a Cloud Bigtable cluster, which belongs to a Cloud Bigtable instance, which is a container for the cluster. Each node in the cluster handles a subset of the requests to the cluster.
When additional nodes are added to a cluster, you can increase the number of simultaneous requests that the cluster can handle, as well as the maximum throughput for the entire cluster.
Reference:
https://cloud.google.com/bigtable/docs/overview


NEW QUESTION # 251
Which role must be assigned to a service account used by the virtual machines in a Dataproc cluster so they can execute jobs?

Answer: D

Explanation:
Service accounts used with Cloud Dataproc must have Dataproc/Dataproc Worker role (or have all the permissions granted by Dataproc Worker role).
Reference: https://cloud.google.com/dataproc/docs/concepts/service-
accounts#important_notes


NEW QUESTION # 252
You are designing a basket abandonment system for an ecommerce company. The system will send a message to a user based on these rules:
- No interaction by the user on the site for 1 hour
- Has added more than $30 worth of products to the basket
- Has not completed a transaction
You use Google Cloud Dataflow to process the data and decide if a message should be sent. How should you design the pipeline?

Answer: B

Explanation:
It will send a message per user after that user is inactive for 60 minutes. Session window works well for capturing a session per user basis.


NEW QUESTION # 253
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