Checking our Professional-Data-Engineer Latest Exam Questions Explanations free demo is a great way of learning the pattern of exam materials and if it suits what you wanted. There are valid Professional-Data-Engineer Latest Exam Questions Explanations test questions and accurate answers along with the professional explanations in our study guide. All real questions just need to practice one or two days and remember the answers will save you much time in Professional-Data-Engineer Latest Exam Questions Explanations real exam. As long as you pay at our platform, we will deliver the relevant Professional-Data-Engineer Latest Exam Questions Explanations exam materials to your mailbox within the given time. To keep with the fast-pace social life, we make commitment to all of our customers that we provide the fastest delivery services on our Professional-Data-Engineer Latest Exam Questions Explanations study guide for your time consideration. If you are interested in this version, you can purchase it.
We are so proud to tell you that according to the statistics from our customers’ feedback, the pass rate among our customers who prepared for the exam with our Professional-Data-Engineer - Google Certified Professional Data Engineer Exam Latest Exam Questions Explanations test guide have reached as high as 99%, which definitely ranks the top among our peers. Imagine, if you're using a Test Professional-Data-Engineer Topics practice materials, always appear this or that grammar, spelling errors, such as this will not only greatly affect your mood, but also restricted your learning efficiency. Therefore, good typesetting is essential for a product, especially education products, and the Test Professional-Data-Engineer Topics test material can avoid these risks very well.
All in all, high efficiency of Professional-Data-Engineer Latest Exam Questions Explanations exam material is the reason for your selection. We understand our candidates have no time to waste, everyone wants an efficient learning. So we take this factor into consideration, develop the most efficient way for you to prepare for the Professional-Data-Engineer Latest Exam Questions Explanations exam, that is the real questions and answers practice mode, firstly, it simulates the real Google Certified Professional Data Engineer Exam test environment perfectly, which offers greatly help to our customers.
The content system of Professional-Data-Engineer Latest Exam Questions Explanations exam simulation is constructed by experts. After-sales service of our study materials is also provided by professionals. If you encounter some problems when using our Professional-Data-Engineer Latest Exam Questions Explanations study materials, you can also get them at any time. After you choose Professional-Data-Engineer Latest Exam Questions Explanations preparation questions, professional services will enable you to use it in the way that suits you best, truly making the best use of it, and bringing you the best learning results.
When the interface displays that you have successfully paid for our Professional-Data-Engineer Latest Exam Questions Explanations study materials, our specific online sales workers will soon deal with your orders. You will receive the Professional-Data-Engineer Latest Exam Questions Explanations study materials no later than ten minutes.
QUESTION NO: 1
Which Google Cloud Platform service is an alternative to Hadoop with Hive?
A. Cloud Datastore
B. Cloud Bigtable
C. BigQuery
D. Cloud Dataflow
Answer: C
Explanation
Apache Hive is a data warehouse software project built on top of Apache Hadoop for providing data summarization, query, and analysis.
Google BigQuery is an enterprise data warehouse.
Reference: https://en.wikipedia.org/wiki/Apache_Hive
QUESTION NO: 2
You want to use Google Stackdriver Logging to monitor Google BigQuery usage. You need an instant notification to be sent to your monitoring tool when new data is appended to a certain table using an insert job, but you do not want to receive notifications for other tables. What should you do?
A. Using the Stackdriver API, create a project sink with advanced log filter to export to Pub/Sub, and subscribe to the topic from your monitoring tool.
B. In the Stackdriver logging admin interface, enable a log sink export to Google Cloud Pub/Sub, and subscribe to the topic from your monitoring tool.
C. In the Stackdriver logging admin interface, and enable a log sink export to BigQuery.
D. Make a call to the Stackdriver API to list all logs, and apply an advanced filter.
Answer: C
QUESTION NO: 3
You have an Apache Kafka Cluster on-prem with topics containing web application logs. You need to replicate the data to Google Cloud for analysis in BigQuery and Cloud Storage. The preferred replication method is mirroring to avoid deployment of Kafka Connect plugins.
What should you do?
A. Deploy the PubSub Kafka connector to your on-prem Kafka cluster and configure PubSub as a Sink connector. Use a Dataflow job to read fron PubSub and write to GCS.
B. Deploy a Kafka cluster on GCE VM Instances. Configure your on-prem cluster to mirror your topics to the cluster running in GCE. Use a Dataproc cluster or Dataflow job to read from Kafka and write to
GCS.
C. Deploy the PubSub Kafka connector to your on-prem Kafka cluster and configure PubSub as a
Source connector. Use a Dataflow job to read fron PubSub and write to GCS.
D. Deploy a Kafka cluster on GCE VM Instances with the PubSub Kafka connector configured as a Sink connector. Use a Dataproc cluster or Dataflow job to read from Kafka and write to GCS.
Answer: B
QUESTION NO: 4
You need to create a near real-time inventory dashboard that reads the main inventory tables in your BigQuery data warehouse. Historical inventory data is stored as inventory balances by item and location. You have several thousand updates to inventory every hour. You want to maximize performance of the dashboard and ensure that the data is accurate. What should you do?
A. Use the BigQuery streaming the stream changes into a daily inventory movement table. Calculate balances in a view that joins it to the historical inventory balance table. Update the inventory balance table nightly.
B. Use the BigQuery bulk loader to batch load inventory changes into a daily inventory movement table.
Calculate balances in a view that joins it to the historical inventory balance table. Update the inventory balance table nightly.
C. Leverage BigQuery UPDATE statements to update the inventory balances as they are changing.
D. Partition the inventory balance table by item to reduce the amount of data scanned with each inventory update.
Answer: C
QUESTION NO: 5
Your startup has never implemented a formal security policy. Currently, everyone in the company has access to the datasets stored in Google BigQuery. Teams have freedom to use the service as they see fit, and they have not documented their use cases. You have been asked to secure the data warehouse. You need to discover what everyone is doing. What should you do first?
A. Use the Google Cloud Billing API to see what account the warehouse is being billed to.
B. Use Stackdriver Monitoring to see the usage of BigQuery query slots.
C. Get the identity and access management IIAM) policy of each table
D. Use Google Stackdriver Audit Logs to review data access.
Answer: B
Perhaps you have doubts about this "shortest time." I believe that after you understand the professional configuration of Salesforce CPQ-301 training questions, you will agree with what I said. Cisco 300-710 - These professional knowledge will become a springboard for your career, help you get the favor of your boss, and make your career reach it is peak. How much time do you think it takes to pass an exam? Our Oracle 1Z0-1045-24 learning materials can assure you that you only need to spend twenty to thirty hours to pass the exam. We can be sure that with the professional help of our Cisco 300-510 test guide you will surely get a very good experience. Involving all types of questions in accordance with the real exam content, our Huawei H20-922_V1.0 exam questions are compiled to meet all of your requirements.
Updated: May 27, 2022
Exam Code: Professional-Data-Engineer
Exam Name: Google Certified Professional Data Engineer Exam
Updated: June 15, 2025
Total Q&As:380
Google Actual Professional-Data-Engineer Test
Free Download
Exam Code: Professional-Data-Engineer
Exam Name: Google Certified Professional Data Engineer Exam
Updated: June 15, 2025
Total Q&As:380
Google Latest Test Professional-Data-Engineer Dumps.Zip
Free Download
Exam Code: Professional-Data-Engineer
Exam Name: Google Certified Professional Data Engineer Exam
Updated: June 15, 2025
Total Q&As:380
Google Training Professional-Data-Engineer Pdf
Free Download