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Updated: Oct 06, 2026
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| Certification Vendor: | Google Cloud |
|---|---|
| Exam Name: | Professional Data Engineer |
| Exam Number: | GCP-DE |
| Related Certifications: | Google Cloud Certified Professional Data Engineer |
| Exam Format: | Multiple choice, Multiple select |
| Real Exam Qty: | 50-60 |
| Exam Duration: | 120 minutes |
| Exam Price: | $200 USD |
| Certificate Validity Period: | 2 years |
| Available Languages: | Japanese, English |
| Passing Score: | Not publicly disclosed |
| Sample Questions: | Google GCP-DE Sample Questions |
| Exam Way: | Online proctored or onsite testing center |
| Pre Condition: | No formal prerequisites. Google recommends 3+ years of industry experience including 1+ years designing and managing solutions using Google Cloud. |
| Official Syllabus URL: | https://cloud.google.com/learn/certification/data-engineer |
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Designing data processing systems | 22%-27% | - Designing for data ingestion
|
| Topic 2: Managing and optimizing solutions | 20%-25% | - Managing resources and costs
|
| Topic 3: Ensuring solution quality | 20%-25% | - Data quality management
|
| Topic 4: Building and operationalizing data processing systems | 28%-33% | - Operationalizing systems
|
Your company produces 20,000 files every hour. Each data file is formatted as a comma separated values (CSV) file that is less than 4 KB. All files must be ingested on Google Cloud Platform before they can be processed. Your company site has a 200 ms latency to Google Cloud, and your Internet connection bandwidth is limited as 50 Mbps. You currently deploy a secure FTP (SFTP) server on a virtual machine in Google Compute Engine as the data ingestion point. A local SFTP client runs on a dedicated machine to transmit the CSV files as is. The goal is to make reports with data from the previous day available to the executives by 10:00 a.m. each day. This design is barely able to keep up with the current volume, even though the bandwidth utilization is rather low.
You are told that due to seasonality, your company expects the number of files to double for the next three months. Which two actions should you take? (choose two.)
Correct Answer: B,E 🗳️
Suppose you have a table that includes a nested column called "city" inside a column called "person", but when you try to submit the following query in BigQuery, it gives you an error.
SELECT person FROM `project1.example.table1` WHERE city = "London"
How would you correct the error?
Correct Answer: A 🗳️
Explanation: Only visible for Easy4Engine members. You can sign-up / login (it's free).
All Google Cloud Bigtable client requests go through a front-end server they are sent to a Cloud Bigtable node.
Correct Answer: C 🗳️
Explanation: Only visible for Easy4Engine members. You can sign-up / login (it's free).
You are implementing several batch jobs that must be executed on a schedule. These jobs have many interdependent steps that must be executed in a specific order. Portions of the jobs involve executing shell scripts, running Hadoop jobs, and running queries in BigQuery. The jobs are expected to run for many minutes up to several hours. If the steps fail, they must be retried a fixed number of times. Which service should you use to manage the execution of these jobs?
Correct Answer: B 🗳️
You are planning to migrate your current on-premises Apache Hadoop deployment to the cloud. You need to ensure that the deployment is as fault-tolerant and cost-effective as possible for long-running batch jobs. You want to use a managed service. What should you do?
Correct Answer: G 🗳️
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