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Serverless Data Processing with Dataflow

  • Tuition USD $1,950
  • Reviews star_rate star_rate star_rate star_rate star_half 4762 Ratings
  • Course Code GCP-SRVLS-DATA
  • Duration 3 days
  • Available Formats Classroom

This training is intended for big data practitioners who want to further their understanding of Dataflow in order to advance their data processing applications. Beginning with foundations, this training explains how Apache Beam and Dataflow work together to meet your data processing needs without the risk of vendor lock-in.The section on developing pipelines covers how you convert your business logic into data processing applications that can run on Dataflow. This training culminates with a focus on operations, which reviews the most important lessons for operating a data application on Dataflow, including monitoring, troubleshooting, testing, and reliability.

Skills Gained

  • Demonstrate how Apache Beam and Dataflow work together to fulfill your organization’s data processing needs. Summarize the benefits of the Beam Portability Framework and enable it for your Dataflow pipelines.
  • Enable Shuffle and Streaming Engine, for batch and streaming pipelines respectively, for maximum performance. Enable Flexible Resource Scheduling for more cost-efficient performance.
  • Select the right combination of IAM permissions for your Dataflow job.
  • Implement best practices for a secure data processing environment.
  • Select and tune the I/O of your choice for your Dataflow pipeline.
  • Use schemas to simplify your Beam code and improve the performance of your pipeline.
  • Develop a Beam pipeline using SQL and DataFrames.
  • Perform monitoring, troubleshooting, testing and CI/CD on Dataflow pipelines.

Who Can Benefit

  • Data engineer.
  • Data analysts and data scientists aspiring to develop data engineering skills

Prerequisites

To get the most out of this course, participants should have completed the following courses:

  • “Building Batch Data Pipelines”
  • “Building Resilient Streaming Analytics Systems”

Course Details

Course Outline

  • Module 1: Introduction
  • Module 2: Beam Portability
  • Module 3: Separating Compute and Storage with Dataflow
  • Module 4: IAM, Quotas, and Permissions
  • Module 5: Security
  • Module 6: Beam Concepts Review
  • Module 7: Windows, Watermarks, Triggers
  • Module 8: Sources and Sinks
  • Module 9: Schemas
  • Module 10: State and Timers
  • Module 11: Best Practices
  • Module 12: Dataflow SQL and DataFrames
  • Module 13: Beam Notebooks
  • Module 14: Monitoring
  • Module 15: Logging and Error Reporting
  • Module 16: Troubleshooting and Debug
  • Module 17: Performance
  • Module 18: Testing and CI/CD
  • Module 19: Reliability
  • Module 20: Flex Templates
  • Module 21: Summary

When does class start/end?

Classes begin promptly at 9:00 am, and typically end at 5:00 pm.

Does the course schedule include a Lunchbreak?

Lunch is normally an hour long and begins at noon. Coffee, tea, hot chocolate and juice are available all day in the kitchen. Fruit, muffins and bagels are served each morning. There are numerous restaurants near each of our centers, and some popular ones are indicated on the Area Map in the Student Welcome Handbooks - these can be picked up in the lobby or requested from one of our ExitCertified staff.

How can someone reach me during class?

If someone should need to contact you while you are in class, please have them call the center telephone number and leave a message with the receptionist.

What languages are used to deliver training?

Most courses are conducted in English, unless otherwise specified. Some courses will have the word "FRENCH" marked in red beside the scheduled date(s) indicating the language of instruction.

What does GTR stand for?

GTR stands for Guaranteed to Run; if you see a course with this status, it means this event is confirmed to run. View our GTR page to see our full list of Guaranteed to Run courses.

Does ExitCertified deliver group training?

Yes, we provide training for groups, individuals and private on sites. View our group training page for more information.

Does ExitCertified deliver group training?

Yes, we provide training for groups, individuals, and private on sites. View our group training page for more information.

What does vendor-authorized training mean?

As a vendor-authorized training partner, we offer a curriculum that our partners have vetted. We use the same course materials and facilitate the same labs as our vendor-delivered training. These courses are considered the gold standard and, as such, are priced accordingly.

Is the training too basic, or will you go deep into technology?

It depends on your requirements, your role in your company, and your depth of knowledge. The good news about many of our learning paths, you can start from the fundamentals to highly specialized training.

How up-to-date are your courses and support materials?

We continuously work with our vendors to evaluate and refresh course material to reflect the latest training courses and best practices.

Are your instructors seasoned trainers who have deep knowledge of the training topic?

ExitCertified instructors have an average of 27 years of practical IT experience. They have also served as consultants for an average of 15 years. To stay up to date, instructors will at least spend 25 percent of their time learning new emerging technologies and courses.

Do you provide hands-on training and exercises in an actual lab environment?

Lab access is dependent on the vendor and the type of training you sign up for. However, many of our top vendors will provide lab access to students to test and practice. The course description will specify lab access.

Will you customize the training for our company’s specific needs and goals?

We will work with you to identify training needs and areas of growth.  We offer a variety of training methods, such as private group training, on-site of your choice, and virtually. We provide courses and certifications that are aligned with your business goals.

How do I get started with certification?

Getting started on a certification pathway depends on your goals and the vendor you choose to get certified in. Many vendors offer entry-level IT certification to advanced IT certification that can boost your career. To get access to certification vouchers and discounts, please contact Edu_customerexperience@techdata.com

Will I get access to content after I complete a course?

You will get access to the PDF of course books and guides, but access to the recording and slides will depend on the vendor and type of training you receive.

Very interactive and in-depth course that really got me ready for the industry

I thought the course was informative and the tools to go over the material were very nice.

Thank Tech Data for sponsoring this course you really take care of your partners.

They are very good and made sure we had all the appropriate materials for class.

Provided good amount of material and a great instructor to teach the material.

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There are currently no scheduled dates for this course. If you are interested in this course, request a course date with the links above. We can also contact you when the course is scheduled in your area.

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