Free PDF 2026 High-quality Google GCP-DE: Data Engineer Real Dumps
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Google Data Engineer Sample Questions (Q67-Q72):
NEW QUESTION # 67
You have developed three data processing jobs. One executes a Cloud Dataflow pipeline that transforms data uploaded to Cloud Storage and writes results to BigQuery. The second ingests data from on-premises servers and uploads it to Cloud Storage. The third is a Cloud Dataflow pipeline that gets information from third-party data providers and uploads the information to Cloud Storage. You need to be able to schedule and monitor the execution of these three workflows and manually execute them when needed. What should you do?
- A. Use Stackdriver Monitoring and set up an alert with a Webhook notification to trigger the jobs.
- B. Develop an App Engine application to schedule and request the status of the jobs using GCP API calls.
- C. Set up cron jobs in a Compute Engine instance to schedule and monitor the pipelines using GCP API calls.
- D. Create a Direct Acyclic Graph in Cloud Composer to schedule and monitor the jobs.
Answer: C
NEW QUESTION # 68
Which of these sources can you not load data into BigQuery from?
- A. Google Cloud Storage
- B. Google Cloud SQL
- C. Google Drive
- D. File upload
Answer: B
Explanation:
You can load data into BigQuery from a file upload, Google Cloud Storage, Google Drive, or Google Cloud Bigtable. It is not possible to load data into BigQuery directly from Google Cloud SQL. One way to get data from Cloud SQL to BigQuery would be to export data from Cloud SQL to Cloud Storage and then load it from there.
Reference: https://cloud.google.com/bigquery/loading-data
NEW QUESTION # 69
You are integrating one of your internal IT applications and Google BigQuery, so users can query BigQuery from the application's interface. You do not want individual users to authenticate to BigQuery and you do not want to give them access to the dataset. You need to securely access BigQuery from your IT application.
What should you do?
- A. Create groups for your users and give those groups access to the dataset
- B. Create a dummy user and grant dataset access to that use
- C. Store the username and password for that user in a file on the files system, and use those credentials to access the BigQuery dataset
- D. Use the service account's private key to access the dataset
- E. Create a service account and grant dataset access to that accoun
- F. Integrate with a single sign-on (SSO) platform, and pass each user's credentials along with the query request
Answer: E
NEW QUESTION # 70
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?
- A. Change "person" to "city.person".
- B. Change "person" to "person.city".
- C. Add ", UNNEST(person)" before the WHERE clause.
- D. Add ", UNNEST(city)" before the WHERE clause.
Answer: C
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_resu
NEW QUESTION # 71
You work for an economic consulting firm that helps companies identify economic trends as they happen. As part of your analysis, you use Google BigQuery to correlate customer data with the average prices of the 100 most common goods sold, including bread, gasoline, milk, and others. The average prices of these goods are updated every 30 minutes. You want to make sure this data stays up to date so you can combine it with other data in BigQuery as cheaply as possible. What should you do?
- A. Store and update the data in a regional Google Cloud Storage bucket and create a federated data source in BigQuery
- B. Load the data every 30 minutes into a new partitioned table in BigQuery.
- C. Store the data in Google Cloud Datastor
- D. Use Google Cloud Dataflow to query BigQuery and combine the data programmatically with the data stored in Cloud Datastore
- E. Use Cloud Dataflow to query BigQuery and combine the data programmatically with the data stored in Google Cloud Storage.
- F. Store the data in a file in a regional Google Cloud Storage bucke
Answer: B
NEW QUESTION # 72
......
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