Exam Google-PDE Questions and Answers provided for download

Professional Data Engineer on Google Cloud Platform Exam Dumps

Google-PDE Exam Format | Course Contents | Course Outline | Exam Syllabus | Exam Objectives

A Professional Data Engineer enables data-driven decision making by collecting, transforming, and publishing data. A Data Engineer should be able to design, build, operationalize, secure, and monitor data processing systems with a particular emphasis on security and compliance; scalability and efficiency; reliability and fidelity; and flexibility and portability. A Data Engineer should also be able to leverage, deploy, and continuously train pre-existing machine learning models.

The Professional Data Engineer exam assesses your ability to:

- Design data processing systems

- Build and operationalize data processing systems

- Operationalize machine learning models

- Ensure solution quality

1. Designing data processing systems

1.1 Selecting the appropriate storage technologies. Considerations include:

- Mapping storage systems to business requirements

- Data modeling

- Tradeoffs involving latency, throughput, transactions

- Distributed systems

- Schema design

1.2 Designing data pipelines. Considerations include:

- Data publishing and visualization (e.g., BigQuery)

- Batch and streaming data (e.g., Cloud Dataflow, Cloud Dataproc, Apache Beam, Apache Spark and Hadoop ecosystem, Cloud Pub/Sub, Apache Kafka)

- Online (interactive) vs. batch predictions

- Job automation and orchestration (e.g., Cloud Composer)

1.3 Designing a data processing solution. Considerations include:

- Choice of infrastructure

- System availability and fault tolerance

- Use of distributed systems

- Capacity planning

- Hybrid cloud and edge computing

- Architecture options (e.g., message brokers, message queues, middleware, service-oriented architecture, serverless functions)

- At least once, in-order, and exactly once, etc., event processing

1.4 Migrating data warehousing and data processing. Considerations include:

- Awareness of current state and how to migrate a design to a future state

- Migrating from on-premises to cloud (Data Transfer Service, Transfer Appliance, Cloud Networking)

- Validating a migration

2. Building and operationalizing data processing systems

2.1 Building and operationalizing storage systems. Considerations include:

- Effective use of managed services (Cloud Bigtable, Cloud Spanner, Cloud SQL, BigQuery, Cloud Storage, Cloud Datastore, Cloud Memorystore)

- Storage costs and performance

- Lifecycle management of data

2.2 Building and operationalizing pipelines. Considerations include:

- Data cleansing

- Batch and streaming

- Transformation

- Data acquisition and import

- Integrating with new data sources

2.3 Building and operationalizing processing infrastructure. Considerations include:

- Provisioning resources

- Monitoring pipelines

- Adjusting pipelines

- Testing and quality control

3. Operationalizing machine learning models

3.1 Leveraging pre-built ML models as a service. Considerations include:

- ML APIs (e.g., Vision API, Speech API)

- Customizing ML APIs (e.g., AutoML Vision, Auto ML text)

- Conversational experiences (e.g., Dialogflow)

3.2 Deploying an ML pipeline. Considerations include:

- Ingesting appropriate data

- Retraining of machine learning models (Cloud Machine Learning Engine, BigQuery ML, Kubeflow, Spark ML)

- Continuous evaluation

3.3 Choosing the appropriate training and serving infrastructure. Considerations include:

- Distributed vs. single machine

- Use of edge compute

- Hardware accelerators (e.g., GPU, TPU)

3.4 Measuring, monitoring, and troubleshooting machine learning models. Considerations include:

- Machine learning terminology (e.g., features, labels, models, regression, classification, recommendation, supervised and unsupervised learning, evaluation metrics)

- Impact of dependencies of machine learning models

- Common sources of error (e.g., assumptions about data)

4. Ensuring solution quality

4.1 Designing for security and compliance. Considerations include:

- Identity and access management (e.g., Cloud IAM)

- Data security (encryption, key management)

- Ensuring privacy (e.g., Data Loss Prevention API)

- Legal compliance (e.g., Health Insurance Portability and Accountability Act (HIPAA), Children's Online Privacy Protection Act (COPPA), FedRAMP, General Data Protection Regulation (GDPR))

4.2 Ensuring scalability and efficiency. Considerations include:

- Building and running test suites

- Pipeline monitoring (e.g., Stackdriver)

- Assessing, troubleshooting, and improving data representations and data processing infrastructure

- Resizing and autoscaling resources

4.3 Ensuring reliability and fidelity. Considerations include:

- Performing data preparation and quality control (e.g., Cloud Dataprep)

- Verification and monitoring

- Planning, executing, and stress testing data recovery (fault tolerance, rerunning failed jobs, performing retrospective re-analysis)

- Choosing between ACID, idempotent, eventually consistent requirements

4.4 Ensuring flexibility and portability. Considerations include:

- Mapping to current and future business requirements

- Designing for data and application portability (e.g., multi-cloud, data residency requirements)

- Data staging, cataloging, and discovery

100% Money Back Pass Guarantee

Google-PDE PDF Sample Questions

Google-PDE Sample Questions

Google-PDE Dumps
Google-PDE Braindumps
Google-PDE Real Questions
Google-PDE Practice Test
Google-PDE Actual Questions
Google
Google-PDE
Professional Data Engineer on Google Cloud Platform
https://killexams.com/pass4sure/exam-detail/Google-PDE
Question: 230
When a Cloud Bigtable node fails, ____ is lost.
A. all data
B. no data
C. the last transaction
D. the time dimension
Answer: B
Question: 231
Which is not a valid reason for poor Cloud Bigtable performance?
A. The workload isn't appropriate for Cloud Bigtable.
B. The table's schema is not designed correctly.
C. The Cloud Bigtable cluster has too many nodes.
D. There are issues with the network connection.
Answer: C
Question: 232
Which is the preferred method to use to avoid hotspotting in time series data in Bigtable?
A. Field promotion
B. Randomization
C. Salting
D. Hashing
Answer: A
Question: 233
When you design a Google Cloud Bigtable schema it is recommended that you _________.
A. Avoid schema designs that are based on NoSQL concepts
B. Create schema designs that are based on a relational database design
C. Avoid schema designs that require atomicity across rows
D. Create schema designs that require atomicity across rows
Answer: C
Question: 234
Which of the following is NOT a valid use case to select HDD (hard disk drives) as the storage for Google Cloud
Bigtable?
A. You expect to store at least 10 TB of data.
B. You will mostly run batch workloads with scans and writes, rather than frequently executing random reads of a
small number of rows.
C. You need to integrate with Google BigQuery.
D. You will not use the data to back a user-facing or latency-sensitive application.
Answer: C
Question: 235
Cloud Bigtable is Google's ______ Big Data database service.
A. Relational
B. mySQL
C. NoSQL
D. SQL Server
Answer: C
Question: 236
When you store data in Cloud Bigtable, what is the recommended minimum amount of stored data?
A. 500 TB
B. 1 GB
C. 1 TB
D. 500 GB
Answer: C
Question: 237
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. Do not use a production instance.
B. D. Use at least 300 Gof data.
C. Before you test, run a heavy pre-test for several minutes.
D. Use at least 300 GB of data.
Answer: A
Question: 238
Cloud Bigtable is a recommended option for storing very large amounts of ____________________________?
A. multi-keyed data with very high latency
B. multi-keyed data with very low latency
C. single-keyed data with very low latency
D. single-keyed data with very high latency
Answer: C
Question: 239
Google Cloud Bigtable indexes a single value in each row. This value is called the _______.
A. primary key
B. unique key
C. row key
D. master key
Answer: C
Question: 240
What is the HBase Shell for Cloud Bigtable?
A. The HBase shell is a GUI based interface that performs administrative tasks, such as creating and deleting
tables.
B. The HBase shell is a command-line tool that performs administrative tasks, such as creating and deleting tables.
C. The HBase shell is a hypervisor based shell that performs administrative tasks, such as creating and deleting
new virtualized instances.
D. The HBase shell is a command-line tool that performs only user account management functions to grant access
to Cloud Bigtable instances.
Answer: B
Question: 241
What is the recommended action to do in order to switch between SSD and HDD storage for your Google Cloud
Bigtable instance?
A. create a third instance and sync the data from the two storage types via batch jobs
B. export the data from the existing instance and import the data into a new instance
C. run parallel instances where one is HDD and the other is SDD
D. the selection is final and you must resume using the same storage type
Answer: B
6$03/( 48(67,216
7KHVH TXHVWLRQV DUH IRU GHPR SXUSRVH RQO\ )XOO YHUVLRQ LV
XS WR GDWH DQG FRQWDLQV DFWXDO TXHVWLRQV DQG DQVZHUV
.LOOH[DPV FRP LV DQ RQOLQH SODWIRUP WKDW RIIHUV D ZLGH UDQJH RI VHUYLFHV UHODWHG WR FHUWLILFDWLRQ
H[DP SUHSDUDWLRQ 7KH SODWIRUP SURYLGHV DFWXDO TXHVWLRQV H[DP GXPSV DQG SUDFWLFH WHVWV WR
KHOS LQGLYLGXDOV SUHSDUH IRU YDULRXV FHUWLILFDWLRQ H[DPV ZLWK FRQILGHQFH +HUH DUH VRPH NH\
IHDWXUHV DQG VHUYLFHV RIIHUHG E\ .LOOH[DPV FRP
$FWXDO ([DP 4XHVWLRQV .LOOH[DPV FRP SURYLGHV DFWXDO H[DP TXHVWLRQV WKDW DUH H[SHULHQFHG
LQ WHVW FHQWHUV 7KHVH TXHVWLRQV DUH XSGDWHG UHJXODUO\ WR HQVXUH WKH\ DUH XS WR GDWH DQG
UHOHYDQW WR WKH ODWHVW H[DP V\OODEXV %\ VWXG\LQJ WKHVH DFWXDO TXHVWLRQV FDQGLGDWHV FDQ
IDPLOLDUL]H WKHPVHOYHV ZLWK WKH FRQWHQW DQG IRUPDW RI WKH UHDO H[DP
([DP 'XPSV .LOOH[DPV FRP RIIHUV H[DP GXPSV LQ 3') IRUPDW 7KHVH GXPSV FRQWDLQ D
FRPSUHKHQVLYH FROOHFWLRQ RI TXHVWLRQV DQG DQVZHUV WKDW FRYHU WKH H[DP WRSLFV %\ XVLQJ WKHVH
GXPSV FDQGLGDWHV FDQ HQKDQFH WKHLU NQRZOHGJH DQG LPSURYH WKHLU FKDQFHV RI VXFFHVV LQ WKH
FHUWLILFDWLRQ H[DP
3UDFWLFH 7HVWV .LOOH[DPV FRP SURYLGHV SUDFWLFH WHVWV WKURXJK WKHLU GHVNWRS 9&( H[DP
VLPXODWRU DQG RQOLQH WHVW HQJLQH 7KHVH SUDFWLFH WHVWV VLPXODWH WKH UHDO H[DP HQYLURQPHQW DQG
KHOS FDQGLGDWHV DVVHVV WKHLU UHDGLQHVV IRU WKH DFWXDO H[DP 7KH SUDFWLFH WHVWV FRYHU D ZLGH
UDQJH RI TXHVWLRQV DQG HQDEOH FDQGLGDWHV WR LGHQWLI\ WKHLU VWUHQJWKV DQG ZHDNQHVVHV
*XDUDQWHHG 6XFFHVV .LOOH[DPV FRP RIIHUV D VXFFHVV JXDUDQWHH ZLWK WKHLU H[DP GXPSV 7KH\
FODLP WKDW E\ XVLQJ WKHLU PDWHULDOV FDQGLGDWHV ZLOO SDVV WKHLU H[DPV RQ WKH ILUVW DWWHPSW RU WKH\
ZLOO UHIXQG WKH SXUFKDVH SULFH 7KLV JXDUDQWHH SURYLGHV DVVXUDQFH DQG FRQILGHQFH WR LQGLYLGXDOV
SUHSDULQJ IRU FHUWLILFDWLRQ H[DPV
8SGDWHG &RQWHQW .LOOH[DPV FRP UHJXODUO\ XSGDWHV LWV TXHVWLRQ EDQN DQG H[DP GXPSV WR
HQVXUH WKDW WKH\ DUH FXUUHQW DQG UHIOHFW WKH ODWHVW FKDQJHV LQ WKH H[DP V\OODEXV 7KLV KHOSV
FDQGLGDWHV VWD\ XS WR GDWH ZLWK WKH H[DP FRQWHQW DQG LQFUHDVHV WKHLU FKDQFHV RI VXFFHVV
7HFKQLFDO 6XSSRUW .LOOH[DPV FRP SURYLGHV IUHH [ WHFKQLFDO VXSSRUW WR DVVLVW FDQGLGDWHV
ZLWK DQ\ TXHULHV RU LVVXHV WKH\ PD\ HQFRXQWHU ZKLOH XVLQJ WKHLU VHUYLFHV 7KHLU FHUWLILHG H[SHUWV
DUH DYDLODEOH WR SURYLGH JXLGDQFH DQG KHOS FDQGLGDWHV WKURXJKRXW WKHLU H[DP SUHSDUDWLRQ
MRXUQH\
'PS .PSF FYBNT WJTJU IUUQT LJMMFYBNT DPN WFOEPST FYBN MJTU
.LOO \RXU H[DP DW )LUVW $WWHPSW *XDUDQWHHG

Killexams VCE Exam Simulator 3.0.9

Download Killexams-Exam-Simulator-3.0.9.rar

Killexams has introduced Online Test Engine (OTE) that supports iPhone, iPad, Android, Windows and Mac. Google-PDE Online Testing system will helps you to study and practice using any device. Our OTE provide all features to help you memorize and practice test questions and answers while you are travelling or visiting somewhere. It is best to Practice Google-PDE Exam Questions so that you can answer all the questions asked in test center. Our Test Engine uses Questions and Answers from Actual Professional Data Engineer on Google Cloud Platform exam.

Killexams Online Test Engine Test Screen

Killexams Online Test Engine Progress Chart

Killexams Online Test Engine Test History Graph

Killexams Online Test Engine Performance History

Killexams Online Test Engine Result Details

Online Test Engine maintains performance records, performance graphs, explanations and references (if provided). Automated test preparation makes much easy to cover complete pool of questions in fastest way possible. Google-PDE Test Engine is updated on daily basis.

Exam Google-PDE Questions and Answers provided for download

Our Google-PDE Practice Test contains a complete pool of Questions and Answers that are checked and accredited, along with references and explanations (where applicable). Our goal in collecting the Google-PDE Questions and Solutions is not just to help you pass the Google-PDE test on your first attempt but to actually improve your knowledge of the Google-PDE test topics.

Latest 2024 Updated Google-PDE Real Exam Questions

There are numerous providers of Questions and Answers on the web, but a huge portion of them offer outdated Google-PDE Test Prep. It's important to find a reliable and trustworthy provider of Google-PDE Questions and Answers online. We suggest checking out killexams.com. However, it's important to remember that conducting thorough research can prevent wasting money. We recommend going to killexams.com and downloading 100% free Google-PDE Real Exam Questions to try out the sample questions. If you're satisfied, register and get three months of access to download the latest and valid Google-PDE Test Prep that contains actual exam questions and answers. Additionally, you should obtain the Google-PDE VCE exam simulator for your training. You can copy the Google-PDE Questions and Answers PDF to any device, such as an iPad, iPhone, PC, smart TV, or Android, to read and memorize the real Google-PDE questions while you're on vacation or traveling. This saves you a significant amount of time and provides more opportunities to concentrate on Google-PDE questions. Practice with the Google-PDE Test Prep using the VCE exam simulator repeatedly until you achieve a 100% score. Once you feel confident, head straight to the test center for the real Google-PDE exam.

Killexams Review | Reputation | Testimonials | Customer Feedback

Clearing Google-PDE exams seemed unrealistic to me, but killexams.com illuminated my downside. With the help of their brain dump test guide, I was able to see the topics correctly and effectively answered 90 out of 100 questions. Their wonderful exam simulator like killexams.com Google-PDE was also a great help. I am grateful to killexams.com for serving the exquisite administrations.
Martin Hoax [2024-4-28]

As my Google-PDE exam approached, I had no time left and was starting to panic. I was kicking myself for wasting so much time on useless materials, but I had to do something, and the only thing I could think of that could save me was killexams.com. I knew they had everything a candidate could need for the Google-PDE exam of Google, which helped me achieve specific marks on the exam.
Lee [2024-5-5]

I successfully earned high rankings in the Google-PDE certification, thanks to the affordable products provided by killexams.com. I used the Google-PDE exam engine to overcome the difficult requirements of this certification, and I also purchased the Google-PDE exam braindump to achieve good grades. Choosing these products was a smart decision because they were designed to suit my mindset and helped me study in just fifteen days. With the help of this excellent product, I scored well and I am writing to express my gratitude for your outstanding services.
Shahid nazir [2024-5-26]

More Google-PDE testimonials...

Google-PDE Professional techniques

Google-PDE Professional techniques :: Article Creator

References

Frequently Asked Questions about Killexams Braindumps

Do you have real study questions updated Google-PDE exam?
Yes, we have the latest real Google-PDE study questions for you to pass the Google-PDE exam. These actual Google-PDE questions are taken from real Google-PDE exam question banks, that\'s why these Google-PDE exam questions are sufficient to read and pass the exam. Although you can use other sources also for improvement of knowledge like textbooks and other aid material these Google-PDE dumps are sufficient to pass the exam.

Which website provides latest exam dumps?
No doubt, killexams.com is the best exam dumps website that provides the latest and up-to-date exam dumps. It also offers the latest VCE exam simulator to practice exams.

Are there latest 2021 update available for Google-PDE exam?
Yes, as a registered user at killexams.com, you will be able to download the latest 2021 and 100% valid Google-PDE question bank containing the full version of Google-PDE braindumps. Read and practice these actual questions before you go for the real test. Google-PDE practice tests are very important to get ready for the actual exam. All the updated files are copied to your account after you become a registered member. You can download it anytime you like.

Is Killexams.com Legit?

Without a doubt, Killexams is completely legit and even fully well-performing. There are several options that makes killexams.com reliable and legitimized. It provides informed and 100 % valid exam dumps that contain real exams questions and answers. Price is extremely low as compared to a lot of the services online. The questions and answers are up to date on usual basis along with most recent brain dumps. Killexams account launched and device delivery is incredibly fast. File downloading is certainly unlimited and very fast. Assist is available via Livechat and Netmail. These are the features that makes killexams.com a strong website that supply exam dumps with real exams questions.

Other Sources

Which is the best dumps site of 2024?

There are several Questions and Answers provider in the market claiming that they provide Real Exam Questions, Braindumps, Practice Tests, Study Guides, cheat sheet and many other names, but most of them are re-sellers that do not update their contents frequently. Killexams.com is best website of Year 2024 that understands the issue candidates face when they spend their time studying obsolete contents taken from free pdf download sites or reseller sites. That is why killexams update Exam Questions and Answers with the same frequency as they are updated in Real Test. Exam Dumps provided by killexams.com are Reliable, Up-to-date and validated by Certified Professionals. They maintain Question Bank of valid Questions that is kept up-to-date by checking update on daily basis.

If you want to Pass your Exam Fast with improvement in your knowledge about latest course contents and topics, We recommend to Download PDF Exam Questions from killexams.com and get ready for actual exam. When you feel that you should register for Premium Version, Just choose visit killexams.com and register, you will receive your Username/Password in your Email within 5 to 10 minutes. All the future updates and changes in Questions and Answers will be provided in your Download Account. You can download Premium Exam Dumps files as many times as you want, There is no limit.

Killexams.com has provided VCE Practice Test Software to Practice your Exam by Taking Test Frequently. It asks the Real Exam Questions and Marks Your Progress. You can take test as many times as you want. There is no limit. It will make your test prep very fast and effective. When you start getting 100% Marks with complete Pool of Questions, you will be ready to take Actual Test. Go register for Test in Test Center and Enjoy your Success.

100% Money Back Pass Guarantee

Back to List

Social Profiles

Professional Data Engineer on Google Cloud Platform Exam Dumps

Google-PDE Exam Format | Course Contents | Course Outline | Exam Syllabus | Exam Objectives

100% Money Back Pass Guarantee

Google-PDE PDF Sample Questions

Google-PDE Sample Questions

Killexams VCE Exam Simulator 3.0.9

Exam Google-PDE Questions and Answers provided for download

Latest 2024 Updated Google-PDE Real Exam Questions

Tags

Killexams Review | Reputation | Testimonials | Customer Feedback

Google-PDE Professional techniques

References

Frequently Asked Questions about Killexams Braindumps

Is Killexams.com Legit?

Other Sources

Which is the best dumps site of 2024?

Important Braindumps Links

100% Money Back Pass Guarantee

Social Profiles