Get real GCP-DE exam questions for better preparation
Real Google GCP-DE practice exam questions for easy pass!
Updated: Sep 14, 2026
No. of Questions: 77 Questions & Answers with Testing Engine
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Google GCP-DE Exam Overview:
| Certification Vendor: | Google Cloud |
|---|---|
| Exam Name: | Google Cloud Professional Data Engineer Certification Exam |
| Exam Number: | PDE |
| Certificate Validity Period: | 2 years |
| Exam Duration: | 120 minutes |
| Real Exam Qty: | Approximately 50–60 |
| Related Certifications: | Google Cloud Associate Cloud Engineer Google Cloud Professional Machine Learning Engineer |
| Exam Format: | Multiple select, Proctored online or onsite (Kryterion Webassessor), Multiple choice |
| Available Languages: | English, Japanese |
| Exam Price: | $200 USD |
| Passing Score: | Not publicly disclosed |
| Recommended Training: | Google Cloud Skills Boost - Data Engineering Path Coursera - Google Cloud Data Engineering Professional Certificate |
| Exam Registration: | Google Cloud Certification Registration Kryterion Webassessor Portal |
| Sample Questions: | Google GCP-DE Sample Questions |
| Exam Way: | Online proctored or test center (Kryterion Webassessor) |
| Pre Condition: | No mandatory prerequisites, but Associate Cloud Engineer or equivalent experience recommended |
| Official Syllabus URL: | https://cloud.google.com/certification/data-engineer |
Google GCP-DE Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Maintaining and optimizing data and ML solutions | 20% | - Security and governance
|
| Topic 2: Operationalizing data and ML pipelines | 30% | - Monitoring and troubleshooting
|
| Topic 3: Designing data processing systems | 20% | - Storage and data modeling
|
| Topic 4: Building and operationalizing data processing systems | 30% | - Data pipeline implementation
|
Google Data Engineer Sample Questions:
Which Cloud Dataflow / Beam feature should you use to aggregate data in an unbounded data source every hour based on the time when the data entered the pipeline?
- A. An hourly watermark
- B. The with Allowed Lateness method
- C. A processing time trigger
- D. An event time trigger
Correct Answer: C 🗳️
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Which of the following job types are supported by Cloud Dataproc (select 3 answers)?
- A. Hive
- B. Spark
- C. Pig
- D. YARN
Correct Answer: A,B,C 🗳️
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You have historical data covering the last three years in BigQuery and a data pipeline that delivers new data to BigQuery daily. You have noticed that when the Data Science team runs a query filtered on a date column and limited to 30-90 days of data, the query scans the entire table. You also noticed that your bill is increasing more quickly than you expected. You want to resolve the issue as cost-effectively as possible while maintaining the ability to conduct SQL queries. What should you do?
- A. Recommend that the Data Science team use wildcards on the table name suffixes to select the data they need.
- B. Partition the tables by a column containing a TIMESTAMP or DATE Type.
- C. Write an Apache Beam pipeline that creates a BigQuery table per data
- D. Recommend that the Data Science team export the table to a CSV file on Cloud Storage and use Cloud Datalab to explore the data by reading the files directly.
- E. Modify your pipeline to maintain the last 30-90 days of data in one table and the longer history in a different table to minimize full table scans over the entire history.
- F. Re-create the tables using DD
Correct Answer: D 🗳️
You are building a model to predict whether or not it will rain on a given day. You have thousands of input features and want to see if you can improve training speed by removing some features while having a minimum effect on model accuracy. What can you do?
- A. Combine highly co-dependent features into one representative feature.
- B. Eliminate features that are highly correlated to the output labels.
- C. Instead of feeding in each feature individually, average their values in batches of 3.
- D. Remove the features that have null values for more than 50% of the training records.
Correct Answer: A 🗳️
By default, which of the following windowing behavior does Dataflow apply to unbounded data sets?
- A. Windows at every 100 MB of data
- B. Single, Global Window
- C. Windows at every 1 minute
- D. Windows at every 10 minutes
Correct Answer: B 🗳️
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