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To be eligible for the exam, candidates should have a minimum of three years of experience in data engineering, as well as a thorough understanding of the Google Cloud Platform. They should also have hands-on experience in designing and implementing data processing systems using various Google Cloud tools and services, such as BigQuery, Cloud Dataflow, Cloud Storage, and Cloud Pub/Sub.
Google Professional-Data-Engineer Exam consists of multiple-choice and multiple-select questions, as well as scenario-based questions that require the candidate to demonstrate their problem-solving skills. Professional-Data-Engineer exam is three hours long, and candidates must score at least 70% to pass. Professional-Data-Engineer exam fee is $200, and it is available in English, Japanese, and Spanish.
Google Certified Professional Data Engineer Exam Sample Questions (Q200-Q205):
NEW QUESTION # 200
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 Spark workload to Dataproc plus HDFS, and modernize the Hive workload for BigQuery
- B. Modernize the Spark workload for Dataflow and the Hive workload for BigQuery
- C. Migrate the workloads to Dataproc plus HOPS, modernize later
- D. Migrate the workloads to Dataproc plus Cloud Storage modernize later
Answer: B
NEW QUESTION # 201
Your company is performing data preprocessing for a learning algorithm in Google Cloud Dataflow.
Numerous data logs are being are being generated during this step, and the team wants to analyze them.
Due to the dynamic nature of the campaign, the data is growing exponentially every hour. The data scientists have written the following code to read the data for a new key features in the logs.
BigQueryIO.Read
.named("ReadLogData")
.from("clouddataflow-readonly:samples.log_data")
You want to improve the performance of this data read. What should you do?
- A. Use .fromQuery operation to read specific fields from the table.
- B. Specify the Tableobject in the code.
- C. Call a transform that returns TableRow objects, where each element in the PCollexction represents a single row in the table.
- D. Use of both the Google BigQuery TableSchema and TableFieldSchema classes.
Answer: C
NEW QUESTION # 202
You want to analyze hundreds of thousands of social media posts daily at the lowest cost and with the fewest steps.
You have the following requirements:
* You will batch-load the posts once per day and run them through the Cloud Natural Language API.
* You will extract topics and sentiment from the posts.
* You must store the raw posts for archiving and reprocessing.
* You will create dashboards to be shared with people both inside and outside your organization.
You need to store both the data extracted from the API to perform analysis as well as the raw social media posts for historical archiving. What should you do?
- A. Feed to social media posts into the API directly from the source, and write the extracted data from the API into BigQuery.
- B. Store the raw social media posts in Cloud Storage, and write the data extracted from the API into BigQuery.
- C. Store the social media posts and the data extracted from the API in Cloud SQL.
- D. Store the social media posts and the data extracted from the API in BigQuery.
Answer: A
NEW QUESTION # 203
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. Contact your internet service provider (ISP) to increase your maximum bandwidth to at least 100 Mbps.
- B. Redesign the data ingestion process to use gsutil tool to send the CSV files to a storage bucket in parallel.
- C. Introduce data compression for each file to increase the rate file of file transfer.
- D. 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.
- E. Create an S3-compatible storage endpoint in your network, and use Google Cloud Storage Transfer Service to transfer on-premices data to the designated storage bucket.
Answer: B,E
NEW QUESTION # 204
The _________ for Cloud Bigtable makes it possible to use Cloud Bigtable in a Cloud Dataflow pipeline.
- A. Cloud Dataflow connector
- B. DataFlow SDK
- C. BigQuery Data Transfer Service
- D. BiqQuery API
Answer: A
Explanation:
The Cloud Dataflow connector for Cloud Bigtable makes it possible to use Cloud Bigtable in a Cloud Dataflow pipeline. You can use the connector for both batch and streaming operations.
Reference: https://cloud.google.com/bigtable/docs/dataflow-hbase
NEW QUESTION # 205
......
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