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Google Professional-Data-Engineer exam is a certification exam offered by Google for professionals who work with data engineering. Professional-Data-Engineer exam is designed to test the individual's knowledge and skills in using Google Cloud Platform tools and services for data engineering. Professional-Data-Engineer Exam is intended to validate the candidate's ability to design, build, operationalize, and secure data processing systems using Google Cloud Platform technologies.
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Google Professional-Data-Engineer: Google Certified Professional Data Engineer Exam is a highly-revered certification exam that is designed to test individuals' ability to design, build, and manage data processing systems. Professionals who Pass Professional-Data-Engineer Exam are recognized as experts in the field of data engineering and are highly sought after by leading tech companies worldwide. Professional-Data-Engineer exam is intended for individuals who have a deep understanding of data processing systems and possess the skills to design and manage them.
Google Certified Professional Data Engineer Exam Sample Questions (Q368-Q373):
NEW QUESTION # 368
Your company produces 20,000 files every hour. Each data file is formatted as a comma separated values (CSV) file that is less than 4 KB. All files must be ingested on Google Cloud Platform before they can be processed. Your company site has a 200 ms latency to Google Cloud, and your Internet connection bandwidth is limited as 50 Mbps. You currently deploy a secure FTP (SFTP) server on a virtual machine in Google Compute Engine as the data ingestion point. A local SFTP client runs on a dedicated machine to transmit the CSV files as is. The goal is to make reports with data from the previous day available to the executives by
10:00 a.m. each day. This design is barely able to keep up with the current volume, even though the bandwidth utilization is rather low.
You are told that due to seasonality, your company expects the number of files to double for the next three months. Which two actions should you take? (Choose two.)
- A. Introduce data compression for each file to increase the rate file of file transfer.
- B. Contact your internet service provider (ISP) to increase your maximum bandwidth to at least 100 Mbps.
- C. Assemble 1,000 files into a tape archive (TAR) file. Transmit the TAR files instead, and disassemble the CSV files in the cloud upon receiving them.
- D. Redesign the data ingestion process to use gsutil tool to send the CSV files to a storage bucket in parallel.
- E. Create an S3-compatible storage endpoint in your network, and use Google Cloud Storage Transfer Service to transfer on-premises data to the designated storage bucket.
Answer: D,E
Explanation:
Explanation/Reference:
NEW QUESTION # 369
The Development and External teams nave the project viewer Identity and Access Management (1AM) role m a folder named Visualization. You want the Development Team to be able to read data from both Cloud Storage and BigQuery, but the External Team should only be able to read data from BigQuery. What should you do?
- A. Create Virtual Private Cloud (VPC) firewall rules on the acme-raw-data protect that deny all Ingress traffic from the External Team CIDR range
- B. Create a VPC Service Controls perimeter containing both protects and BigQuery as a restricted API Add the External Team users to the perimeter s Access Level
- C. Create a VPC Service Controls perimeter containing both protects and Cloud Storage as a restricted API. Add the Development Team users to the perimeter's Access Level
- D. Remove Cloud Storage IAM permissions to the External Team on the acme-raw-data project
Answer: B
NEW QUESTION # 370
Your financial services company is moving to cloud technology and wants to store 50 TB of financial time- series data in the cloud. This data is updated frequently and new data will be streaming in all the time. Your company also wants to move their existing Apache Hadoop jobs to the cloud to get insights into this data.
Which product should they use to store the data?
- A. Google Cloud Storage
- B. Google Cloud Datastore
- C. Cloud Bigtable
- D. Google BigQuery
Answer: C
Explanation:
Explanation/Reference: https://cloud.google.com/bigtable/docs/schema-design-time-series
NEW QUESTION # 371
If you're running a performance test that depends upon Cloud Bigtable, all the choices except one below are recommended steps. Which is NOT a recommended step to follow?
- A. Before you test, run a heavy pre-test for several minutes.
- B. Use at least 300 GB of data.
- C. Run your test for at least 10 minutes.
- D. Do not use a production instance.
Answer: D
Explanation:
If you're running a performance test that depends upon Cloud Bigtable, be sure to follow these steps as you plan and execute your test:
Use a production instance. A development instance will not give you an accurate sense of how a production instance performs under load.
Use at least 300 GB of data. Cloud Bigtable performs best with 1 TB or more of data.
However, 300 GB of data is enough to provide reasonable results in a performance test on a 3-node cluster. On larger clusters, use 100 GB of data per node.
Before you test, run a heavy pre-test for several minutes. This step gives Cloud Bigtable a chance to balance data across your nodes based on the access patterns it observes.
Run your test for at least 10 minutes. This step lets Cloud Bigtable further optimize your data, and it helps ensure that you will test reads from disk as well as cached reads from memory.
Reference: https://cloud.google.com/bigtable/docs/performance
NEW QUESTION # 372
Cloud Bigtable is Google's ______ Big Data database service.
- A. Relational
- B. NoSQL
- C. SQL Server
- D. mySQL
Answer: B
Explanation:
Cloud Bigtable is Google's NoSQL Big Data database service. It is the same database that Google uses for services, such as Search, Analytics, Maps, and Gmail. It is used for requirements that are low latency and high throughput including Internet of Things (IoT), user analytics, and financial data analysis.
Reference: https://cloud.google.com/bigtable/
NEW QUESTION # 373
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