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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 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: 3 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: 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
Huawei H19-495_V1.0 - Perhaps our research data will give you some help. ACAMS CCAS - Many people want to be the competent people which can excel in the job in some area and be skillful in applying the knowledge to the practical working in some industry. Microsoft MS-900 - The acquisition of Google qualification certificates can better meet the needs of users' career development, so as to bring more promotion space for users. Saving the precious time users already so, also makes the Microsoft AZ-800 quiz torrent look more rich, powerful strengthened the practicability of the products, to meet the needs of more users, to make the Microsoft AZ-800 test prep stand out in many similar products. NCARB PDD - With our users all over the world, you really should believe in the choices of so many people.
Updated: May 27, 2022
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Professional-Data-Engineer Exam Simsstudy questions. Since different people have different preferences, we have prepared three kinds of different versions of our Professional-Data-Engineer Exam Sims training guide: PDF, Online App and software. Stop hesitating.
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Our Professional-Data-Engineer - Google Certified Professional Data Engineer Exam Exam Sims guide prep is priced reasonably with additional benefits valuable for your reference. Every Professional-Data-Engineer Reliable Test Collection File exam questions are going through rigid quality check before appearing on our online stores. So you do not need to worry about trivial things and concentrate on going over our Professional-Data-Engineer Reliable Test Collection File exam preparation.
We claim that you can be ready to attend your exam after studying with our Professional-Data-Engineer Exam Simsstudy guide for 20 to 30 hours because we have been professional on this career for years. We can’t deny that the pursuit of success can encourage us to make greater progress. Just as exactly, to obtain the certification of Professional-Data-Engineer Exam Sims exam braindumps, you will do your best to pass the according exam without giving up.
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Our Professional-Data-Engineer Exam Sims study materials selected the most professional team to ensure that the quality of the Professional-Data-Engineer Exam Sims learning guide is absolutely leading in the industry, and it has a perfect service system. The focus and seriousness of our study materials gives it a 99% pass rate. Using our products, you can get everything you want, including your most important pass rate. Professional-Data-Engineer Exam Sims actual exam is really a good helper on your dream road.
To understand our Professional-Data-Engineer Exam Sims learning questions in detail, just come and try! Our Professional-Data-Engineer Exam Sims real quiz boosts 3 versions: the PDF, the Softwate and the APP online which will satisfy our customers by their varied functions to make you learn comprehensively and efficiently.
Professional-Data-Engineer PDF DEMO:
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 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: 3 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: 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
Huawei H19-495_V1.0 - Perhaps our research data will give you some help. ACAMS CCAS - Many people want to be the competent people which can excel in the job in some area and be skillful in applying the knowledge to the practical working in some industry. Microsoft MS-900 - The acquisition of Google qualification certificates can better meet the needs of users' career development, so as to bring more promotion space for users. Saving the precious time users already so, also makes the Microsoft AZ-800 quiz torrent look more rich, powerful strengthened the practicability of the products, to meet the needs of more users, to make the Microsoft AZ-800 test prep stand out in many similar products. NCARB PDD - With our users all over the world, you really should believe in the choices of so many people.
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We are famous for our high pass-rate Professional-Data-Engineer Exam Sims exam cram. If you try to use our study materials one time, you will know how easy to pass exam with our Professional-Data-Engineer Exam Sims exam cram file. Our business policy is "products win by quality, service win by satisfaction". You are welcome to download the free demos to have a general idea about our Professional-Data-Engineer Exam Simsstudy questions. Since different people have different preferences, we have prepared three kinds of different versions of our Professional-Data-Engineer Exam Sims training guide: PDF, Online App and software. Stop hesitating.
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Our Professional-Data-Engineer - Google Certified Professional Data Engineer Exam Exam Sims guide prep is priced reasonably with additional benefits valuable for your reference. Every Professional-Data-Engineer Reliable Test Collection File exam questions are going through rigid quality check before appearing on our online stores. So you do not need to worry about trivial things and concentrate on going over our Professional-Data-Engineer Reliable Test Collection File exam preparation.
We claim that you can be ready to attend your exam after studying with our Professional-Data-Engineer Exam Simsstudy guide for 20 to 30 hours because we have been professional on this career for years. We can’t deny that the pursuit of success can encourage us to make greater progress. Just as exactly, to obtain the certification of Professional-Data-Engineer Exam Sims exam braindumps, you will do your best to pass the according exam without giving up.
Google Professional-Data-Engineer Exam Sims - And we will let you down.
Our Professional-Data-Engineer Exam Sims study materials selected the most professional team to ensure that the quality of the Professional-Data-Engineer Exam Sims learning guide is absolutely leading in the industry, and it has a perfect service system. The focus and seriousness of our study materials gives it a 99% pass rate. Using our products, you can get everything you want, including your most important pass rate. Professional-Data-Engineer Exam Sims actual exam is really a good helper on your dream road.
To understand our Professional-Data-Engineer Exam Sims learning questions in detail, just come and try! Our Professional-Data-Engineer Exam Sims real quiz boosts 3 versions: the PDF, the Softwate and the APP online which will satisfy our customers by their varied functions to make you learn comprehensively and efficiently.
Professional-Data-Engineer PDF DEMO:
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 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: 3 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: 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
Huawei H19-495_V1.0 - Perhaps our research data will give you some help. ACAMS CCAS - Many people want to be the competent people which can excel in the job in some area and be skillful in applying the knowledge to the practical working in some industry. Microsoft MS-900 - The acquisition of Google qualification certificates can better meet the needs of users' career development, so as to bring more promotion space for users. Saving the precious time users already so, also makes the Microsoft AZ-800 quiz torrent look more rich, powerful strengthened the practicability of the products, to meet the needs of more users, to make the Microsoft AZ-800 test prep stand out in many similar products. NCARB PDD - With our users all over the world, you really should believe in the choices of so many people.