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Professional-Data-Engineer Dumps Questions, Professional-Data-Engineer Detailed Study Plan, New Professional-Data-Engineer Test Voucher, Professional-Data-Engineer Latest Exam Cram, Reliable Professional-Data-Engineer Real Exam

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2026 Useful Google Professional-Data-Engineer: Google Certified Professional Data Engineer Exam Dumps Questions

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Google Certified Professional Data Engineer Exam Sample Questions (Q116-Q121):

NEW QUESTION # 116
Your weather app queries a database every 15 minutes to get the current temperature. The frontend is
powered by Google App Engine and server millions of users. How should you design the frontend to
respond to a database failure?

A. Reduce the query frequency to once every hour until the database comes back online.
B. Retry the query with exponential backoff, up to a cap of 15 minutes.
C. Issue a command to restart the database servers.
D. Retry the query every second until it comes back online to minimize staleness of data.

Answer: B

NEW QUESTION # 117
You are responsible for writing your company's ETL pipelines to run on an Apache Hadoop cluster. The pipeline will require some checkpointing and splitting pipelines. Which method should you use to write the pipelines?

A. Java using MapReduce
B. Python using MapReduce
C. PigLatin using Pig
D. HiveQL using Hive

Answer: B

NEW QUESTION # 118
You stream order data by using a Dataflow pipeline, and write the aggregated result to Memorystore. You provisioned a Memorystore for Redis instance with Basic Tier. 4 GB capacity, which is used by 40 clients for read-only access. You are expecting the number of read-only clients to increase significantly to a few hundred and you need to be able to support the demand. You want to ensure that read and write access availability is not impacted, and any changes you make can be deployed quickly. What should you do?

A. Create a new Memorystore for Redis instance with Standard Tier Set capacity to 4 GB and read replica to No read replicas (high availability only). Delete the old instance.
B. Create a new Memorystore for Memcached instance Set a minimum of three nodes, and memory per node to 4 GB. Modify the Dataflow pipeline and all clients to use the Memcached instance Delete the old instance.
C. Create multiple new Memorystore for Redis instances with Basic Tier (4 GB capacity) Modify the Dataflow pipeline and new clients to use all instances
D. Create a new Memorystore for Redis instance with Standard Tier Set capacity to 5 GB and create multiple read replicas Delete the old instance.

Answer: D

Explanation:
The Basic Tier of Memorystore for Redis provides a standalone Redis instance that is not replicated and does not support read replicas. This means that it cannot scale horizontally to handle more read requests, and it does not provide high availability or automatic failover. If the number of read-only clients increases significantly, the Basic Tier instance may not be able to handle the demand and may impact the read and write access availability. Therefore, option A is not a good solution, as it would require creating multiple Basic Tier instances and modifying the Dataflow pipeline and the clients to distribute the load among them. This would increase the complexity and the management overhead of the solution.
The Standard Tier of Memorystore for Redis provides a highly available Redis instance that supports replication and read replicas. Replication ensures that the data is backed up in another zone and can fail over automatically in case of a primary node failure. Read replicas allow scaling the read throughput by adding up to five replicas to an instance and using them for read-only queries. The Standard Tier also supports in-transit encryption and maintenance windows. Therefore, option D is the best solution, as it would create a new Standard Tier instance with a higher capacity (5 GB) and multiple read replicas to handle the increased demand. The old instance can be deleted after migrating the data to the new instance.
Option B is not a good solution, as it would create a new Standard Tier instance with the same capacity (4 GB) and no read replicas. This would not improve the read throughput or the availability of the solution. Option C is not a good solution, as it would create a new Memorystore for Memcached instance, which is a different service that uses a different protocol and data model than Redis. This would require changing the code of the Dataflow pipeline and the clients to use the Memcached protocol and data structures, which would take more time and effort than migrating to a new Redis instance. References: Redis tier capabilities | Memorystore for Redis | Google Cloud, Pricing | Memorystore for Redis | Google Cloud, What is Memorystore? | Google Cloud Blog, Working with GCP Memorystore - Simple Talk - Redgate Software

NEW QUESTION # 119
You are developing a software application using Google's Dataflow SDK, and want to use conditional, for loops and other complex programming structures to create a branching pipeline. Which component will be used for the data processing operation?

A. PCollection
B. Pipeline
C. Sink API
D. Transform

Answer: D

Explanation:
In Google Cloud, the Dataflow SDK provides a transform component. It is responsible for the data processing operation. You can use conditional, for loops, and other complex programming structure to create a branching pipeline.

NEW QUESTION # 120
Government regulations in the banking industry mandate the protection of client's personally identifiable information (PII). Your company requires PII to be access controlled encrypted and compliant with major data protection standards In addition to using Cloud Data Loss Prevention (Cloud DIP) you want to follow Google-recommended practices and use service accounts to control access to PII. What should you do?

A. Use one service account to access a Cloud SQL database and use separate service accounts for each human user
B. Use Cloud Storage to comply with major data protection standards. Use multiple service accounts attached to IAM groups to grant the appropriate access to each group
C. Assign the required identity and Access Management (IAM) roles to every employee, and create a single service account to access protect resources
D. Use Cloud Storage to comply with major data protection standards. Use one service account shared by all users

Answer: B

NEW QUESTION # 121
......

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[{:section_type=>"html", :content=>"Professional-Data-Engineer Dumps Questions, Professional-Data-Engineer Detailed Study Plan, New Professional-Data-Engineer Test Voucher, Professional-Data-Engineer Latest Exam Cram, Reliable Professional-Data-Engineer Real Exam\n<a href=\"https://www.exam4labs.com/Professional-Data-Engineer-practice-torrent.html\"><img src=\"https://ts2.mm.bing.net/th?w=500&amp;q=Google%20Certified%20Professional%20Data%20Engineer%20Exam\"></a>\nBONUS!!! Download part of Exam4Labs Professional-Data-Engineer dumps for free: <a href=\"https://drive.google.com/open?id=1KyPNJzZRiSexrCspS0FgCObTQfmSWFAW\" target=\"_blank\">https://drive.google.com/open?id=1KyPNJzZRiSexrCspS0FgCObTQfmSWFAW</a>Unlike many other learning materials, our Professional-Data-Engineer study materials are specially designed to help people pass the exam in a more productive and time-saving way, and such an efficient feature makes it a wonderful assistant in personal achievement as people have less spare time nowadays. On the other hand, <a href=\"https://www.vce4dumps.com/Professional-Data-Engineer-valid-torrent.html\">Professional-Data-Engineer Study Materials</a> are aimed to help users make best use of their sporadic time by adopting flexible and safe study access.Just as an old saying goes, it is better to gain a skill than to be rich. Contemporarily, competence far outweighs family backgrounds and academic degrees. One of the significant factors to judge whether one is competent or not is his or her certificates. Professional-Data-Engineer real test) Generally speaking, certificates function as the fundamental requirement when a company needs to increase manpower in its start-up stage. In this respect, our <a href=\"https://www.prep4sures.top/Professional-Data-Engineer-exam-dumps-torrent.html\">Professional-Data-Engineer</a> practice materials can satisfy your demands if you are now in preparation for a certificate.<a href=\"https://www.exam4labs.com/Professional-Data-Engineer-practice-torrent.html\" style=\"background-color: #d2322d; color: #FFFFFF; text-decoration: none; padding: 10px; font-weight: bold;\" target=\"_blank\">&gt;&gt; Professional-Data-Engineer Dumps Questions &lt;&lt;</a><h2>2026 Useful Google Professional-Data-Engineer: Google Certified Professional Data Engineer Exam Dumps Questions</h2>In order to provide the most effective Professional-Data-Engineer exam materials which cover all of the current events for our customers, a group of experts in our company always keep an close eye on the changes of the Professional-Data-Engineer exam, and then will compile all of the new key points as well as the latest types of exam questions into the new version of our <a href=\"https://www.practicevce.com/Google/Professional-Data-Engineer-practice-exam-dumps.html\">Professional-Data-Engineer</a> training engine. Do not lose the wonderful chance to advance with times. Just come and have a try on our Professional-Data-Engineer study questions!<h2>Google Certified Professional Data Engineer Exam Sample Questions (Q116-Q121):</h2>NEW QUESTION # 116 Your weather app queries a database every 15 minutes to get the current temperature. The frontend is powered by Google App Engine and server millions of users. How should you design the frontend to respond to a database failure?<ul>\n<li>A. Reduce the query frequency to once every hour until the database comes back online.</li>\n<li>B. Retry the query with exponential backoff, up to a cap of 15 minutes.</li>\n<li>C. Issue a command to restart the database servers.</li>\n<li>D. Retry the query every second until it comes back online to minimize staleness of data.</li>\n</ul>Answer: B NEW QUESTION # 117 You are responsible for writing your company's ETL pipelines to run on an Apache Hadoop cluster. The pipeline will require some checkpointing and splitting pipelines. Which method should you use to write the pipelines?<ul>\n<li>A. Java using MapReduce</li>\n<li>B. Python using MapReduce</li>\n<li>C. PigLatin using Pig</li>\n<li>D. HiveQL using Hive</li>\n</ul>Answer: B NEW QUESTION # 118 You stream order data by using a Dataflow pipeline, and write the aggregated result to Memorystore. You provisioned a Memorystore for Redis instance with Basic Tier. 4 GB capacity, which is used by 40 clients for read-only access. You are expecting the number of read-only clients to increase significantly to a few hundred and you need to be able to support the demand. You want to ensure that read and write access availability is not impacted, and any changes you make can be deployed quickly. What should you do?<ul>\n<li>A. Create a new Memorystore for Redis instance with Standard Tier Set capacity to 4 GB and read replica to No read replicas (high availability only). Delete the old instance.</li>\n<li>B. Create a new Memorystore for Memcached instance Set a minimum of three nodes, and memory per node to 4 GB. Modify the Dataflow pipeline and all clients to use the Memcached instance Delete the old instance.</li>\n<li>C. Create multiple new Memorystore for Redis instances with Basic Tier (4 GB capacity) Modify the Dataflow pipeline and new clients to use all instances</li>\n<li>D. Create a new Memorystore for Redis instance with Standard Tier Set capacity to 5 GB and create multiple read replicas Delete the old instance.</li>\n</ul>Answer: DExplanation: The Basic Tier of Memorystore for Redis provides a standalone Redis instance that is not replicated and does not support read replicas. This means that it cannot scale horizontally to handle more read requests, and it does not provide high availability or automatic failover. If the number of read-only clients increases significantly, the Basic Tier instance may not be able to handle the demand and may impact the read and write access availability. Therefore, option A is not a good solution, as it would require creating multiple Basic Tier instances and modifying the Dataflow pipeline and the clients to distribute the load among them. This would increase the complexity and the management overhead of the solution. The Standard Tier of Memorystore for Redis provides a highly available Redis instance that supports replication and read replicas. Replication ensures that the data is backed up in another zone and can fail over automatically in case of a primary node failure. Read replicas allow scaling the read throughput by adding up to five replicas to an instance and using them for read-only queries. The Standard Tier also supports in-transit encryption and maintenance windows. Therefore, option D is the best solution, as it would create a new Standard Tier instance with a higher capacity (5 GB) and multiple read replicas to handle the increased demand. The old instance can be deleted after migrating the data to the new instance. Option B is not a good solution, as it would create a new Standard Tier instance with the same capacity (4 GB) and no read replicas. This would not improve the read throughput or the availability of the solution. Option C is not a good solution, as it would create a new Memorystore for Memcached instance, which is a different service that uses a different protocol and data model than Redis. This would require changing the code of the Dataflow pipeline and the clients to use the Memcached protocol and data structures, which would take more time and effort than migrating to a new Redis instance. References: Redis tier capabilities | Memorystore for Redis | Google Cloud, Pricing | Memorystore for Redis | Google Cloud, What is Memorystore? | Google Cloud Blog, Working with GCP Memorystore - Simple Talk - Redgate Software NEW QUESTION # 119 You are developing a software application using Google's Dataflow SDK, and want to use conditional, for loops and other complex programming structures to create a branching pipeline. Which component will be used for the data processing operation?<ul>\n<li>A. PCollection</li>\n<li>B. Pipeline</li>\n<li>C. Sink API</li>\n<li>D. Transform</li>\n</ul>Answer: DExplanation: In Google Cloud, the Dataflow SDK provides a transform component. It is responsible for the data processing operation. You can use conditional, for loops, and other complex programming structure to create a branching pipeline. NEW QUESTION # 120 Government regulations in the banking industry mandate the protection of client's personally identifiable information (PII). Your company requires PII to be access controlled encrypted and compliant with major data protection standards In addition to using Cloud Data Loss Prevention (Cloud DIP) you want to follow Google-recommended practices and use service accounts to control access to PII. What should you do?<ul>\n<li>A. Use one service account to access a Cloud SQL database and use separate service accounts for each human user</li>\n<li>B. Use Cloud Storage to comply with major data protection standards. Use multiple service accounts attached to IAM groups to grant the appropriate access to each group</li>\n<li>C. Assign the required identity and Access Management (IAM) roles to every employee, and create a single service account to access protect resources</li>\n<li>D. Use Cloud Storage to comply with major data protection standards. Use one service account shared by all users</li>\n</ul>Answer: B NEW QUESTION # 121 ......Elaborately designed and developed Professional-Data-Engineer test guide as well as good learning support services are the key to assisting our customers to realize their dreams. Our Professional-Data-Engineer study braindumps have a variety of self-learning and self-assessment functions to detect learners’ study outcomes, and the statistical reporting function of our <a href=\"https://www.exam4labs.com/Professional-Data-Engineer-practice-torrent.html\">Professional-Data-Engineer Test Guide</a> is designed for students to figure out their weaknesses and tackle the causes, thus seeking out specific methods dealing with them. Our Professional-Data-Engineer exam guide have also set a series of explanation about the complicated parts certificated.Professional-Data-Engineer Detailed Study Plan: <a href=\"https://www.exam4labs.com/Professional-Data-Engineer-practice-torrent.html\" target=\"_blank\" title=\"Professional-Data-Engineer Detailed Study Plan\">https://www.exam4labs.com/Professional-Data-Engineer-practice-torrent.html</a>Google Professional-Data-Engineer Dumps Questions Our Desktop version is an application software that runs without an internet connection, The superb Professional-Data-Engineer practice braindumps have been prepared extracting content from the most reliable and authentic exam study sources by our professional experts, All the questions are prepared by Our Team Experts for increasing the success of students in Professional-Data-Engineer Google Certified Specialist certification exam dumps, And this version also helps establish the confidence of the candidates when they attend the Free Professional-Data-Engineer Exam exam after practicing.In essence, the tag is simply handling the initial JavaScript setup, <a href=\"https://www.exam4labs.com/Professional-Data-Engineer-practice-torrent.html\" target=\"_blank\">Reliable Professional-Data-Engineer Real Exam</a> The climb is constant and well thought out, but the team has the training to adapt to issues that emerge along the way.<h2>Get the Top Google Professional-Data-Engineer Dumps for the Google Exam</h2>Our Desktop version is an application software that runs without an internet connection, The superb <a href=\"https://www.testkingpass.com/Professional-Data-Engineer-testking-dumps.html\">Professional-Data-Engineer Practice Braindumps</a> have been prepared extracting content Professional-Data-Engineer from the most reliable and authentic exam study sources by our professional experts.All the questions are prepared by Our Team Experts for increasing the success of students in Professional-Data-Engineer Google Certified Specialist certification exam dumps.And this version also helps establish the confidence of the candidates when they attend the Free Professional-Data-Engineer Exam exam after practicing, We promise you will get high passing mark with our Professional-Data-Engineer valid test papers.<ul>\n<li><a href=\"https://www.troytecdumps.com/Professional-Data-Engineer-troytec-exam-dumps.html\">Professional-Data-Engineer Test Lab Questions 🌴 Test Professional-Data-Engineer Prep \u{1F9E3} Visual Professional-Data-Engineer Cert Test 🦂 Search on 《 www.troytecdumps.com 》 for 【 Professional-Data-Engineer 】 to obtain exam materials for free download 🐖Pdf Professional-Data-Engineer Version</a></li>\n<li><a href=\"https://www.pdc.edu/?URL=https%3a%2f%2fwww.exam4labs.com%2fProfessional-Data-Engineer-practice-torrent.html\">From Professional-Data-Engineer Dumps Questions to Google Certified Professional Data Engineer Exam, Quickest Way for Passing 😇 Download ▶ Professional-Data-Engineer ◀ for free by simply searching on “ www.pdfvce.com ” ⛄Professional-Data-Engineer Exam Questions Answers</a></li>\n<li><a href=\"https://www.prepawaypdf.com/Google/Professional-Data-Engineer-practice-exam-dumps.html\">Pdf Professional-Data-Engineer Version ⚽ Pdf Professional-Data-Engineer Version 👪 Pass4sure Professional-Data-Engineer Pass Guide ↕ Copy URL ⏩ www.prepawaypdf.com ⏪ open and search for “ Professional-Data-Engineer ” to download for free ⭐Professional-Data-Engineer Valid Exam Dumps</a></li>\n<li><a href=\"https://www.northwestu.edu/?URL=https%3a%2f%2fwww.exam4labs.com%2fProfessional-Data-Engineer-practice-torrent.html\">Test Professional-Data-Engineer Prep 🆒 Professional-Data-Engineer Test Lab Questions 🙇 Pass4sure Professional-Data-Engineer Pass Guide 🎒 The page for free download of ▛ Professional-Data-Engineer ▟ on 《 www.pdfvce.com 》 will open immediately 🍬Test Professional-Data-Engineer Questions Vce</a></li>\n<li><a href=\"https://www.prepawayete.com/Google/Professional-Data-Engineer-latest-exam-dumps.html\">100% Pass Quiz 2026 Reliable Google Professional-Data-Engineer Dumps Questions 🏇 Search for ⇛ Professional-Data-Engineer ⇚ and download exam materials for free through ➥ www.prepawayete.com 🡄 📕Professional-Data-Engineer Test Lab Questions</a></li>\n<li><a href=\"https://bbs.pku.edu.cn/v2/jump-to.php?url=https%3a%2f%2fwww.exam4labs.com%2fProfessional-Data-Engineer-practice-torrent.html\">Specifications of Professional-Data-Engineer Practice Exam Software 📈 Go to website ▷ www.pdfvce.com ◁ open and search for 《 Professional-Data-Engineer 》 to download for free 📇Updated Professional-Data-Engineer Test Cram</a></li>\n<li><a href=\"https://www.practicevce.com/Google/Professional-Data-Engineer-practice-exam-dumps.html\">Professional-Data-Engineer test questions: Google Certified Professional Data Engineer Exam - 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