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  • Exam Name: Google Professional Data Engineer Exam
  • Last Update: 22-Apr-2024
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Professional-Data-Engineer Questions and Answers

Question # 1

Your organization has two Google Cloud projects, project A and project B. In project A, you have a Pub/Sub topic that receives data from confidential sources. Only the resources in project A should be able to access the data in that topic. You want to ensure that project B and any future project cannot access data in the project A topic. What should you do?

A.

Configure VPC Service Controls in the organization with a perimeter around the VPC of project A.

B.

Add firewall rules in project A so only traffic from the VPC in project A is permitted.

C.

Configure VPC Service Controls in the organization with a perimeter around project A.

D.

Use Identity and Access Management conditions to ensure that only users and service accounts in project A can access resources in project.

Question # 2

You have 100 GB of data stored in a BigQuery table. This data is outdated and will only be accessed one or two times a year for analytics with SQL. For backup purposes, you want to store this data to be immutable for 3 years. You want to minimize storage costs. What should you do?

A.

1 Create a BigQuery table clone.

2. Query the clone when you need to perform analytics.

B.

1 Create a BigQuery table snapshot.

2 Restore the snapshot when you need to perform analytics.

C.

1. Perform a BigQuery export to a Cloud Storage bucket with archive storage class.

2 Enable versionmg on the bucket.

3. Create a BigQuery external table on the exported files.

D.

1 Perform a BigQuery export to a Cloud Storage bucket with archive storage class.

2 Set a locked retention policy on the bucket.

3. Create a BigQuery external table on the exported files.

Question # 3

You are building a report-only data warehouse where the data is streamed into BigQuery via the streaming API Following Google's best practices, you have both a staging and a production table for the data How should you design your data loading to ensure that there is only one master dataset without affecting performance on either the ingestion or reporting pieces?

A.

Have a staging table that is an append-only model, and then update the production table every three hours

with the changes written to staging

B.

Have a staging table that is an append-only model, and then update the production table every ninety

minutes with the changes written to staging

C.

Have a staging table that moves the staged data over to the production table and deletes the contents of the

staging table every three hours

D.

Have a staging table that moves the staged data over to the production table and deletes the contents of the staging table every thirty minutes

Question # 4

An aerospace company uses a proprietary data format to store its night data. You need to connect this new data source to BigQuery and stream the data into BigQuery. You want to efficiency import the data into BigQuery where consuming as few resources as possible. What should you do?

A.

Use a standard Dataflow pipeline to store the raw data m BigQuery and then transform the format later when the data is used

B.

Write a she script that triggers a Cloud Function that performs periodic ETL batch jobs on the new data source

C.

Use Apache Hive to write a Dataproc job that streams the data into BigQuery in CSV format

D.

Use an Apache Beam custom connector to write a Dataflow pipeline that streams the data into BigQuery in Avro format

Question # 5

Your company currently runs a large on-premises cluster using Spark Hive and Hadoop Distributed File System (HDFS) in a colocation facility. The duster is designed to support peak usage on the system, however, many jobs are batch n nature, and usage of the cluster fluctuates quite dramatically.

Your company is eager to move to the cloud to reduce the overhead associated with on-premises infrastructure and maintenance and to benefit from the cost savings. They are also hoping to modernize their existing infrastructure to use more servers offerings m order to take advantage of the cloud Because of the tuning of their contract renewal with the colocation facility they have only 2 months for their initial migration How should you recommend they approach thee upcoming migration strategy so they can maximize their cost savings in the cloud will still executing the migration in time?

A.

Migrate the workloads to Dataproc plus HOPS, modernize later

B.

Migrate the workloads to Dataproc plus Cloud Storage modernize later

C.

Migrate the Spark workload to Dataproc plus HDFS, and modernize the Hive workload for BigQuery

D.

Modernize the Spark workload for Dataflow and the Hive workload for BigQuery

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