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Explore Google Cloud Platform - Data Analytics and Data Engineering certification and training courses — delivered live by certified instructors.
Google Cloud Platform — Data Analytics and Data Engineering is a unified, AI-ready data analytics platform published by Google Cloud, designed to help organizations turn big data into valuable business insights through scalable, serverless data processing and integrated machine learning. It serves as the central data and AI foundation within Google Cloud’s ecosystem, unifying data warehousing, data lakes, streaming analytics, and AI workflows into a single platform. Core components include BigQuery, a fully managed, serverless data warehouse with built-in machine learning and support for multimodal data; BigQuery Data Transfer Service for automated data ingestion; Dataflow, a serverless platform for stream and batch processing using Apache Beam; BigLake, a unified storage engine that enables secure, governed access to data across open formats like Apache Iceberg, Hudi, and Delta Lake; and BigQuery Studio, a collaborative workspace supporting SQL, Python, and PySpark for end-to-end data-to-AI workflows. This technology is for data engineers, data analysts, data scientists, and machine learning practitioners who need a scalable, integrated environment to process, analyze, and govern structured and unstructured data across batch and real-time use cases, while leveraging built-in AI and machine learning capabilities to derive actionable insights.
Cloud Core Concepts
Explain core cloud infrastructure and services on Google Cloud
Data Storage Fundamentals
Use Cloud Storage, BigQuery, and Firestore for data storage tasks
Data Ingestion Tools
Implement pipelines using Dataflow, Pub/Sub, and Dataprep by Trifacta
Security and IAM
Apply Identity and Access Management policies to data services
Data Processing Models
Design batch and stream processing workflows with managed services
Infrastructure as Code
Deploy data resources using Terraform or Deployment Manager
The building blocks every Google Cloud Platform - Data Analytics and Data Engineering solution is made of
See what your official Google Cloud Platform - Data Analytics and Data Engineering certification looks like. Download a sample — then let our advisors map the fastest path to earning the real one.
Google Cloud Professional Data EngineerGoogle Cloud Professional Data Engineer
Google Cloud Professional Cloud Database EngineerGoogle Cloud Professional Cloud Database Engineer
Google Cloud Associate Cloud EngineerGoogle Cloud Associate Cloud Engineer
Google Cloud Professional Machine Learning EngineerGoogle Cloud Professional Machine Learning Engineer
Google Cloud Digital LeaderGoogle Cloud Digital Leader
Google Cloud Professional Cloud ArchitectGoogle Cloud Professional Cloud Architect
Official credential badges — shareable on LinkedIn
Four formats. One quality standard. Every option comes with the same expert instructors, official courseware, and money-back guarantee.
Every factor that determines whether you actually pass your Google Cloud Platform - Data Analytics and Data Engineering exam — rated across every training format available.
| Criteria | Koenig | Free Platform | Self-Paced Platform | ALP Provider | Legacy Provider | Note |
|---|---|---|---|---|---|---|
| Trainer Quality | ||||||
| MCT-Certified Trainers | ✘ | ✘ | ✘ | — | ||
| Live Instructor-Led | ✘ | ✘ | — | |||
| 1-on-1 Private Training | ✘ | ✘ | Partial | ✘ | — | |
| Google Cloud Authorization | ||||||
| Official Google ALP Status | ✘ | ✘ | ✘ | — | ||
| Official Google Courseware | Partial | ✘ | ✘ | — | ||
| Training Credits Accepted | ✘ | ✘ | ✘ | — | ||
| Flexibility and Access | ||||||
| Any-Day/Flexi Start | ✘ | ✘ | — | |||
| On-Site or Fly-Me | ✘ | ✘ | Partial | ✘ | — | |
| Global Delivery Reach | Partial | — | ||||
| Results and Trust | ||||||
| Exam Pass Rate | N/A | N/A | N/A | N/A | Row omitted on live page: unverified for this vendor | |
| Entry Price | ~$745 · best value | Free | $15-30/mo | ~$1,500+ | ~$1,200 | — |
| Verified Reviews | 18,400+ · 4.9★ | N/A | N/A | Limited | Limited | Row omitted on live page: unverified for this vendor |
Data sourced from public pricing pages and review platforms. Accurate as of March 2026. Partial = available in select regions only.
Verified reviews from learners certified on Azure, AI, Security, and more.
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