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Google Google-PDE : Professional Data Engineer on Google Cloud Platform Exam

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Exam Number : Google-PDE
Exam Name : Professional Data Engineer on Google Cloud Platform
Vendor Name : Google
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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 test 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

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the area is relocating at a fast pace with improvements in technology each year to handle all kinds of challenges. agencies are continuously updating and improving their products to fulfill these challenges and want to recruit new talent. Are you looking to take part in more exact initiatives within your business? Are you trying to change employers or careers? Do your knowledge suit the job description? if they don’t, however you’re eager to explore new percentages, examine on.

advantages of Updating Your Engineering competencies

To sustain with rapid technology alterations, you ought to be existing with your knowledge. With more moderen expertise, you’ll have more advantageous success in trying to find a new profession or being recruited to different tasks. a brand new career commonly comes with the aspect improvement of a far better income.

With more potential under your belt, you’re extra likely to be observed and recruited for more tasks within your firm. if you’re certified in a selected discipline, you’re greater prone to be trusted and employed for specific competencies.

tuition assistance

Many organizations offer lessons repayment as a part of the worker benefits package. in keeping with Glassdoor’s 2020 report, some organizations present eager on full training tips, with both the worker or the employer choosing an educational establishment. The volume tiers from $500 to $10,000 per yr, and might lengthen to both full-time and half-time personnel. T-cell, for instance, offers to cover the total tuition invoice for full-time workers at particular online universities and partial lessons counsel for both full-time and part-time employees at other associations.

Negotiation and dedication

because the necessities for financial information vary among employers, discuss with your boss about your career desires and acquire permission and sponsorship to purchase your subsequent set of skills. As pursuing training may also intrude together with your work agenda, present to take these lessons in the evenings or weekends if accessible.

prepare a list of convincing arguments why your company may still invest for your schooling and how you are going to advantage your organization ultimately. Be grateful and commit to final together with your enterprise after you finish your application. Some corporations might also require you to signal a contract to solidify your commitment.

Job Certification and Legality

Some jobs may additionally require you to be licensed to operate your tasks. during this case, you can earn while you be trained because, as a non-exempt worker, be sure you be remunerated for your researching and instruction time toward certification.

take a look at some legal requirements to ensure that your working towards is vital, your researching and working towards are carried out all the way through working hours, and productive work is being carried out.

internal working towards

The range of skills you’re seeking to purchase could be received inside the company or outside. Amazon, as an example, presents practising and certification classes in cloud computing for internal employees as well as customers and partners. Tech giants similar to Google have been familiar to support peer-to-peer employee gaining knowledge of courses or mentoring to foster camaraderie and build worker boom. AT&T boasts of its interior AT&T college to encourage worker studying while on the job to enhance their skill sets.

exterior training

agencies like AT&T invest in worker-retraining programs through collaboration with companions equivalent to Udacity, Coursera, college of Notre Dame, and Georgia Tech, to offer advanced degree and certification programs in the latest technologies.

through taking part in company-subsidized worker gaining knowledge of classes, which you could align your advantage to your enterprise’s goals and objectives. Your company may be teaming up with other businesses to sponsor or lead conferences primary to your industry. Be searching for these avenues, as they’ll aid you network with others and choose up further skills.

online Developer Communities

As a software engineer, a part of your role is to research before you design a solution. in case you’re studying and planning, you come upon novel concepts and study new knowledge along the manner. even though unofficial, here's an authorized system of buying a brand new skill set whilst you’re on the job. while working to your project, you may also stumble upon obstacles. You may well be able to find answers inside your cohort.

in any other case, you can all the time discover the question-and-answer repository on Stack Overflow. likelihood is, you could be able to prefer up some eye-catching gems and competencies from others’ experiences. You’re getting to know and getting paid for this research whereas working.

Free researching resources

in case you’re a freelancer and ineligible on your present organization’s merits, which you could still expand your engineering skill set. that you can be trained from free developer teaching websites, equivalent to w3schools and freeCodeCamp. These substances will assist you to gain additional capabilities on your own time.

besides free classes, freeCodeCamp presents free certifications on full-stack net construction with JavaScript, together with responsive design, front-end libraries, information constructions and algorithms, facts visualization, API and microservices, and great assurance, as well as Python certifications in scientific computing, data analysis, tips safety, and computer getting to know.

know-how Certification

if you’re attracted to cloud computing, take a look on the many choices from Amazon, Google, and Microsoft. Amazon offers expert certifications for AWS as a cloud practitioner, solutions architect, developer, SysOps administrator, DevOps engineer, and other specialties. artificial intelligence, machine getting to know, and information science have dominated lots of the know-how spheres.

which you can obtain certifications for these time-honored fields at Google, Microsoft, Udacity, and DataCamp. in case you’re an skilled relational database dressmaker trying to discover NoSQL alternatives, investigate the various choices and certifications available at MongoDB university.

Language Certification

occasionally you’re looking to gain knowledge of a brand new language, but with no need professional development experience in this language, you might be at a disadvantage.

accept as true with getting certified after getting to know the brand new language. The Python Institute along side the Cisco Networking Academy and Pearson VUE presents free courses in the Python programming language that cause skilled certifications in the language. The C++ Institute presents a similar program for certifications within the C++ programming language. The Oracle institution presents free learning courses for the Java programming language, that cause knowledgeable certifications. The Ruby affiliation offers professional certification in the Ruby language. The OpenJS basis presents certifications to exhibit competence in building RESTFul Node.js servers, features, and applications.

anyway boosting your self assurance in a newly obtained ability, being professionally licensed demonstrates your diligence and seriousness in skilled development to potential recruiters and employers and is an asset for you. if you don’t have the focal point or time dedication to pursue a rigorous learning and certification track, you might accept as true with collaborating in skilled webinars that offer valuable subject matters in your areas of labor.

talents evaluation

in case you’re lively on LinkedIn, you could take part in LinkedIn’s discovering programs. should you add skills to your LinkedIn profile, you may well be prompted to take a corresponding evaluation. It’s a good idea to problem yourself to one of those exams to gauge the place you're. These assessments are brief and timed and might be retaken to Improve your score.

in case you rating above a certain percentile, you’ll earn a badge that’s showcased on your profile. although these assessments aren't as complete as an expert certification, they can increase your probability of being seen by means of accurate-notch recruiters.

particular-activity Networking

from time to time the expertise you’re embarking upon is relatively new and there’s no formal help infrastructure for it. that you would be able to try to attend or spearhead local meetups as a unique interest group to talk about the latest trends in this selected technology and network with other like-minded technologists.

which you could organize agencies on social media such as Slack, Discord, and LinkedIn, or create your own net discussion board and mailing listing. When the popularity of the expertise catches up, you could be distinctive as one of the most founders or veterans and begin mentoring freshmen. checklist this achievement for your resume adds to your management knowledge.

Developer Blogs

Many application builders and engineers are educators at coronary heart and want to support others through their writings. look at the writings of these expert bloggers to profit new insights. greater commonly than not, these tech writers aren’t writing for profit, and that they frequently wish to doc an answer to an extraordinary problem or supply a more succinct resolution than what’s obtainable.

Pay consideration to these writers whose tutorials are informative, lucid, and well-illustrated with strong, working code samples. you could usually locate these writers on Medium, a professional platform that helps excellent contributions from a community of dedicated developers.

Boot Camps

if you’re a arms-on engineer who learns smartly by using doing in its place of textbook getting to know and exam-taking, you may accept as true with enrolling in a technical boot camp. These brief-time period courses are often rigorous and require a time commitment.

The number of coding boot camps has risen tremendously through the years and you’ll must store round to locate the software that meets your wants and finances. Some of those boot camps offer an installment plan and a deferred fee plan that takes a percent of your earnings if you land a job within the container.

Thinkful offers a lessons refund ensure if a graduate doesn’t land a qualified place inside a hundred and eighty days of commencement. Thinkful additionally presents a month-to-month fiscal stipend to certified candidates who signal its ISA contract.

a standard boot camp offers classes taught either live or recorded, a number of short-term coding assignments, and a ultimate task. Some courses additionally present one-on-one aid from mentors, an online forum to community along with your classmates, and profession functions reminiscent of resume assessment and interview guidance.

Udacity is a neatly-centered gaining knowledge of platform that partners with AT&T, Google, Microsoft, and Amazon, to sponsor advantage-based scholarships. Udacity specializes in nanodegree classes within the fields of artificial intelligence, self reliant programs, information science, cloud computing, cybersecurity, full-stack development, to identify a number of.

For a less-high priced option, discover Udemy, which presents an extensive catalog of application building courses.

Open-source tasks

when you’ve realized a new ability and are ready to profit some development event with it whereas expecting the next job opportunity, accept as true with contributing to your option of open-supply initiatives hosted on GitHub. in case you’re now not established with GitHub, go during the tutorials to learn how to clone a repository, manipulate a department of the native codebase, provoke a pull request, and merge your approved alterations to the master version of the repository.

You’ll gain knowledge of lots by using collaborating with different fellow builders who may be more skilled than you. Having a busy GitHub profile allows for hiring managers and technical interviewers to analyze your coding habits, consider the high-quality of your work and check your communication knowledge with different collaborators and repository homeowners.

if you’re adventurous, you may need to create your own repository with an utility you create. you could invite others to collaborate with you and build a portfolio to show off your work. which you can additionally create static net pages with GitHub Pages to document your work.

if you’re developing a full-stack software, believe deploying it on the cloud such as Amazon AWS, Google Cloud, Microsoft Azure, and Heroku. The talents you gain from this journey are marketable.

skilled Publications

finally, there are excellent expert publications on the latest technologies that you should subscribe to and study. These technical works are written by means of experienced area-count number certified who carve out a bit of their existence to share their talents and experiences with others in the field or newbies desirous to study.try Newline and Testdriven.io for excellent digital and print publications covering full-stack web development in JavaScript and Python. inspect their consumer testimonials, get and evaluate pattern chapters to measure their writing high-quality, and decide for yourself in the event that they measure up to your expectations.

Conclusion

there are lots of avenues and substances that you can access to develop your horizons while you’re nevertheless employed.

if you work for an organization that values employee boom and presents monetary assistance, that you would be able to follow for the attainable discovering backed courses.

if you’re an impartial contractor and don’t qualify for any of your host business’s merits, you can nonetheless develop your engineering competencies while working.

whether you’re looking to comfy the next task or place, investing time and energy in any of the methods outlined above will assist you against your goal.

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