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Google GCP-DE Exam Syllabus Topics:

Google Data Engineer Sample Questions:

1. You need to deploy additional dependencies to all of a Cloud Dataproc cluster at startup using an existing initialization action. Company security policies require that Cloud Dataproc nodes do not have access to the Internet so public initialization actions cannot fetch resources. What should you do?

A) Use Resource Manager to add the service account used by the Cloud Dataproc cluster to the Network User role
B) Deploy the Cloud SQL Proxy on the Cloud Dataproc master
C) Copy all dependencies to a Cloud Storage bucket within your VPC security perimeter
D) Use an SSH tunnel to give the Cloud Dataproc cluster access to the Internet

2. You want to automate execution of a multi-step data pipeline running on Google Cloud. The pipeline includes Cloud Dataproc and Cloud Dataflow jobs that have multiple dependencies on each other. You want to use managed services where possible, and the pipeline will run every day. Which tool should you use?

A) Workflow Templates on Cloud Dataproc
B) cron
C) Cloud Composer
D) Cloud Scheduler

3. You are planning to migrate your current on-premises Apache Hadoop deployment to the cloud. You need to ensure that the deployment is as fault-tolerant and cost-effective as possible for long-running batch jobs. You want to use a managed service. What should you do?

A) Change references in scripts from hdfs:// to gs://
B) Change references in scripts from hdfs:// to gs://
C) Deploy a Cloud Dataproc cluste
D) Use an SSD persistent disk and 50% preemptible worker
E) Store data in Cloud Storage, and change references in scripts from hdfs:// to gs://
F) Install Hadoop and Spark on a 10-node Compute Engine instance group with preemptible instances.Store data in HDF
G) Install the Cloud Storage connector, and store the data in Cloud Storag
H) Deploy a Cloud Dataproc cluste
I) Use a standard persistent disk and 50% preemptible worker
J) Store data in Cloud Storage, and change references in scripts from hdfs:// to gs://
K) Install Hadoop and Spark on a 10-node Compute Engine instance group with standard instance

4. By default, which of the following windowing behavior does Dataflow apply to unbounded data sets?

A) Windows at every 100 MB of data
B) Single, Global Window
C) Windows at every 10 minutes
D) Windows at every 1 minute

5. You work for a shipping company that uses handheld scanners to read shipping labels. Your company has strict data privacy standards that require scanners to only transmit recipients' personally identifiable information (PII) to analytics systems, which violates user privacy rules. You want to quickly build a scalable solution using cloud-native managed services to prevent exposure of PII to the analytics systems. What should you do?

A) Build a Cloud Function that reads the topics and makes a call to the Cloud Data Loss Prevention AP
B) Create an authorized view in BigQuery to restrict access to tables with sensitive data.
C) Install a third-party data validation tool on Compute Engine virtual machines to check the incoming data for sensitive information.
D) Use Stackdriver logging to analyze the data passed through the total pipeline to identify transactions that may contain sensitive information.
E) Use the tagging and confidence levels to either pass or quarantine the data in a bucket for review.

Solutions: