Koenig Original Guaranteed-to-Run

GCP Big Data: BigQuery, Dataflow & Dataproc

The "Big Data with Google Cloud" course by Koenig Original equips data engineers and cloud analysts with hands-on skills to design and manage scalable data processing systems using BigQuery, Dataflow, and Dataproc. It solves the critical industry challenge of transforming raw data into actionable insights, addressing a market where over 2 million professionals now leverage Google Cloud for real-time analytics.

This training prepares learners for the Professional Data Engineer certification from Google Cloud, featuring Koenig’s Guaranteed-to-Run scheduling for flexible, assured enrollment. Graduates gain the expertise to build secure, high-performance data pipelines, positioning them for advanced roles in data-driven enterprises.

40 Hours (5 Days)
Live Online / Classroom
0+ professionals trained

Training Formats & Pricing

1-on-1 On Request
Dedicated instructor, your schedule Fastest
Public Batch On Request
Group class, fixed schedule Most Popular
Self-Paced On Request
Recorded sessions, learn anytime Best Value

100% Happiness Guarantee · Free Rescheduling · Secure Payment

Course Overview

The Big Data with Google Cloud course by Koenig Original is designed for data engineers, data analysts, and solutions architects aiming to master large-scale data processing on Google Cloud Platform (GCP). This comprehensive training aligns with the Google Cloud Professional Data Engineer certification exam, preparing professionals to design and manage robust data pipelines. With over 75% of Fortune 500 companies adopting GCP for data analytics, including industry leaders like Spotify and PayPal, the demand for certified professionals continues to grow rapidly. The course is ideal for individuals seeking to advance in roles such as Big Data Engineer, Data Platform Architect, or Cloud Data Analyst.

Participants gain hands-on experience with core GCP services including BigQuery, Cloud Dataflow, Cloud Dataproc, Cloud Pub/Sub, and BigLake. The lab environment is delivered through the Google Cloud Console, where students configure and deploy real-world data solutions. In structured, interactive labs, learners build and operationalize end-to-end data pipelines, including a capstone project that ingests streaming data from Pub/Sub, processes it using Dataflow, and stores it in BigQuery for analytics. These labs emphasize automation, fault tolerance, and cost optimization, mirroring actual enterprise workflows.

This course prepares learners for the Google Cloud Professional Data Engineer certification, one of the highest-paying credentials in cloud computing, with certified professionals earning an average of $148,000 annually. Koenig Original differentiates itself with Guaranteed-to-Run scheduling and 1-on-1 training options, ensuring personalized learning and exam readiness. Upon completion, graduates are equipped to lead data infrastructure projects, drive data-driven decision-making, and pursue advanced roles in data engineering and machine learning on the Google Cloud ecosystem.

Skills You'll Gain

Google Cloud Storage BigQuery Data Analysis Dataflow Streaming Pub/Sub Messaging Dataproc Clusters Bigtable Management Cloud SQL Administration Data Pipeline Orchestration Data Ingestion Data Transformation BigQuery ML Cloud Composer DAGs Data Fusion Integration Data Lake Architecture BigQuery BI Engine Cloud DLP Configuration Data Governance

Prerequisites

Recommended knowledge before taking this course
  • This course is designed for data professionals and cloud architects aiming to align their skills with the Professional Data Engineer certification track.
  • Completion of the Google Cloud Fundamentals: Big Data and Machine Learning course or equivalent experience is recommended to build a solid foundation.
  • Basic proficiency in SQL for querying datasets is essential for effective data analysis and management.
  • Experience with ETL (Extract, Transform, Load) processes and data modeling helps streamline data workflows and prepare data for analysis in Google Cloud environments.
  • Familiarity with Python for application development and data processing enhances your ability to implement solutions.
  • Understanding streaming data concepts and tools such as Pub/Sub and Dataflow is crucial for real-time data processing in Google Cloud projects.
  • Knowledge of statistical analysis and machine learning workflows enables you to derive actionable insights from large datasets.
Corporate Training
Get a Corporate Quote

Volume discounts · Dedicated account manager · Custom scheduling

Certification Exam

Everything you need to know about the GCP Big Data: BigQuery, Dataflow & Dataproc certification exam

Exam Details
Exam Name
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
Candidates failing the Professional Data Engineer exam must wait 14 days for the second attempt, 60 days for the third, and 365 days for the fourth. Each attempt requires full payment.
Let's Talk

Request for more information

GCP Big Data: BigQuery, Dataflow & Dataproc

We'll respond within 1 business day · No spam, ever.

Course Curriculum

Structured learning with hands-on labs and real-world scenarios

1
Day 1– Master Big Data with Google Cloud Fundamentals
Google Cloud Platform core infrastructure BigQuery serverless data warehouse architecture Cloud Storage for scalable data ingestion Lab: Navigating Console and Cloud Shell Demo: Managing projects and billing cycles Lab: Analyzing BigQuery public dataset metrics Data-to-AI lifecycle strategy overview Pub/Sub for high-speed streaming ingestion
2
Day 2– Advanced Data Engineering with BigQuery
Optimizing BigQuery query processing performance Efficiently loading and exporting enterprise data Lab: Integrating Cloud Storage with BigQuery Implementing table partitioning and clustering BigQuery ML for scalable predictive modeling Lab: Building predictive models via BigQuery Securing sensitive BigQuery datasets effectively Monitoring and tuning complex query performance
3
Day 3– Real-time Streaming with Cloud Dataflow
Dataflow for robust stream processing workflows Apache Beam programming model fundamentals Pub/Sub as a managed messaging service Lab: Deploying streaming pipelines with Dataflow Configuring windowing and triggers in Dataflow Managing error handling and pipeline checkpointing Monitoring production streaming job health Lab: Creating real-time dashboards with Dataflow
4
Day 4– Managed Data Processing via Dataproc
Cloud Dataproc managed service overview Running Hadoop and Spark on GCP Lab: Automated cluster creation with Dataproc Streamlining job submission and management Integrating Dataproc with BigQuery analytics Securing Dataproc clusters for enterprise Autoscaling Dataproc workloads for efficiency Lab: Developing ETL pipelines with Spark
5
Day 5– Machine Learning and Automated Pipelines
Vertex AI for streamlined ML workflows AutoML for rapid custom model development Lab: Predictive modeling using Google AutoML Orchestrating pipelines with Cloud Composer Ensuring data quality and robust governance Lab: Building end-to-end data pipelines Monitoring and logging via Cloud Operations Course review and final capstone lab

What's Included in Your Training

Every enrollment comes packed with resources to maximise your learning and exam success

Career Outcomes

82%

of GCP Big Data: BigQuery, Dataflow & Dataproc certified professionals report career advancement within 6 months

Salary Impact

+28%

Average salary increase reported after obtaining the GCP Big Data: BigQuery, Dataflow & Dataproc certification

Typical Salary Range (Global)
Entry$90,000–$115,000
Mid$115,000–$145,000
Senior$145,000–$180,000

*Source: Glassdoor / LinkedIn 2025

Job Roles

6
  • Big Data Engineer
  • Google Cloud Data Engineer
  • Data Platform Engineer
  • Big Data Architect
  • Cloud Data Consultant
  • Analytics Engineer

Companies Hiring

5,000+
Google Accenture Deloitte Capgemini Infosys TCS JPMorgan Chase Goldman Sachs IBM Verizon

and 5,000+ organizations worldwide seeking GCP Big Data: BigQuery, Dataflow & Dataproc certified professionals

Real Transformations

Course Student Reviews

Real results from IT professionals who trained with Koenig — rated 4.9/5 from 18,400+ verified reviews.

18,400+
Verified Reviews
4.9 / 5
Average Rating
95%
Would Recommend
1M+
Professionals Trained
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified

Frequently Asked Questions

Everything you need to know about the GCP Big Data: BigQuery, Dataflow & Dataproc training course

Is the Google Cloud certification exam included in the Big Data with Google Cloud training, and what is the exam fee if separate?
The official Google Cloud certification exam is not included in the Big Data with Google Cloud training by Koenig Original. You must purchase it separately. The Professional Data Engineer exam fee is $200 plus tax. You can take this proctored exam online or at a Pearson VUE center.
What training formats are available for Big Data with Google Cloud at Koenig, and is there a Guaranteed-to-Run option?
Koenig Original offers Big Data with Google Cloud in live 1-on-1, public instructor-led, and self-paced Flexi formats. All options feature Guaranteed-to-Run scheduling. Public batches proceed regardless of enrollment numbers. Live sessions ensure real-time interaction, while Flexi formats provide on-demand video access for your convenience.
How long is lab access provided, and what type of lab environment is used for Big Data with Google Cloud training?
Big Data with Google Cloud training includes 30 days of lab access via the Koenig Original LET Platform. You will use cloud-based sandbox environments. These labs feature Google Cloud services like BigQuery, Dataflow, and Dataproc. This setup allows you to practice in real GCP environments without local configuration.
What is Koenig's rescheduling and cancellation policy for the Big Data with Google Cloud course?
Koenig Original allows free rescheduling for Big Data with Google Cloud if requested 7 days before the start date. Changes within 7 days incur a 50% fee of the total price. Per our Terms of Service, you may only reschedule the same training session one time.
What is the format, number of questions, passing score, and time limit for the Google Cloud Professional Data Engineer exam?
The Google Cloud Professional Data Engineer exam is a 2-hour test with 40–50 questions. While Google does not publish a passing score, industry experts estimate it at 70%. The exam validates your expertise in data processing, ingestion, storage, and automation within the Google Cloud platform.
How long is the Google Cloud Professional Data Engineer certification valid, and what is the renewal process and cost?
The Google Cloud Professional Data Engineer certification remains valid for 2 years. You can renew by taking a shorter exam for $100 plus tax or by earning specific Google Skills badges. You must complete the renewal within your eligibility window to maintain your active professional status.
What post-training support does Koenig provide after completing the Big Data with Google Cloud course?
After Big Data with Google Cloud, Koenig Original provides 30 days of support. This includes session recordings, practice tests, and doubt-clearing sessions. You also receive 6 hours of free trainer consultation and a certificate of completion to help you advance your career and prepare for the certification.
What are the prerequisites or recommended experience needed for the Big Data with Google Cloud course?
While there are no strict prerequisites, Google recommends 3 years of industry experience. You should have at least 1 year of experience designing solutions on Google Cloud. Familiarity with BigQuery and Dataflow is helpful. This course is ideal for data engineers and analysts transitioning to GCP.
What is the salary impact and career outlook for professionals who complete the Big Data with Google Cloud training and earn the certification?
Professionals with the Google Cloud Professional Data Engineer certification earn median salaries between $130,000 and $160,000. Top earners reach $280,000+. Certified engineers often see a $16,000 salary premium. High demand exists at major firms like Spotify, PayPal, and HSBC for experts in Big Data with Google Cloud.
How does Koenig's Big Data with Google Cloud training compare to self-study in terms of effectiveness and success rate?
Koenig Original provides structured learning, expert instructors, and hands-on labs to boost your pass rate. Unlike self-study, our Big Data with Google Cloud program includes 30-day lab access, session recordings, and post-training mentorship. This comprehensive approach ensures you gain practical skills faster than through unstructured study methods alone.
100%

Happiness Guarantee

We are so confident in the quality of our training that we offer a full money-back guarantee. Not satisfied? Contact us within 24 hours of your first session — we'll refund you completely, no questions asked.

Full Refund

Within 24 hours

No Questions

Asked ever

Secure Payment

Encrypted checkout

PCI DSS

Compliant