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  1. Home
  2. Google Certification
  3. Professional-Data-Engineer Exam
  4. Google.Professional-Data-Engineer.v2024-01-19.q177 Dumps
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Question 76

You create an important report for your large team in Google Data Studio 360. The report uses Google BigQuery as its data source. You notice that visualizations are not showing data that is less than 1 hour old. What should you do?

Correct Answer: A
https://support.google.com/datastudio/answer/7020039?hl=en
insert code

Question 77

You are designing storage for very large text files for a data pipeline on Google Cloud. You want to support ANSI SQL queries. You also want to support compression and parallel load from the input locations using Google recommended practices. What should you do?

Correct Answer: A
Avro is compressed format and dataflow for parallel pipeline and bigquery for storage.
insert code

Question 78

To run a TensorFlow training job on your own computer using Cloud Machine Learning Engine, what would your command start with?

Correct Answer: A
gcloud ml-engine local train - run a Cloud ML Engine training job locally
This command runs the specified module in an environment similar to that of a live Cloud ML Engine Training Job.
This is especially useful in the case of testing distributed models, as it allows you to validate that you are properly interacting with the Cloud ML Engine cluster configuration.
insert code

Question 79

You are designing storage for 20 TB of text files as part of deploying a data pipeline on Google Cloud.
Your input data is in CSV format. You want to minimize the cost of querying aggregate values for multiple users who will query the data in Cloud Storage with multiple engines. Which storage service and schema design should you use?

Correct Answer: B
insert code

Question 80

Which Cloud Dataflow / Beam feature should you use to aggregate data in an unbounded data source every hour based on the time when the data entered the pipeline?

Correct Answer: D
When collecting and grouping data into windows, Beam uses triggers to determine when to emit the aggregated results of each window.
Processing time triggers. These triggers operate on the processing time - the time when the data element is processed at any given stage in the pipeline.
Event time triggers. These triggers operate on the event time, as indicated by the timestamp on each data element. Beam's default trigger is event time-based.
Reference: https://beam.apache.org/documentation/programming-guide/#triggers
insert code
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