Google Data Engineer : GCP-DE

  • Exam Code: GCP-DE
  • Exam Name: Data Engineer
  • Updated: Jul 30, 2026
  • Q & A: 77 Questions and Answers

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Google GCP-DE Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Maintaining and optimizing data and ML solutions20%- Security and governance
  • 1. Data encryption and compliance
    • 2. IAM and access control
      - Machine learning integration
      • 1. Vertex AI integration for pipelines
        • 2. BigQuery ML usage
          Topic 2: Operationalizing data and ML pipelines30%- Pipeline automation and orchestration
          • 1. Scheduling and monitoring pipelines
            • 2. Cloud Composer workflows
              - Monitoring and troubleshooting
              • 1. Logging and observability
                • 2. Performance optimization and debugging
                  Topic 3: Designing data processing systems20%- Storage and data modeling
                  • 1. Data lake architecture on Google Cloud Storage
                    • 2. Data warehouse design using BigQuery
                      - Data pipeline architecture design
                      • 1. Batch vs streaming data processing selection
                        • 2. Scalable data ingestion design
                          Topic 4: Building and operationalizing data processing systems30%- Data pipeline implementation
                          • 1. Dataflow pipeline development
                            • 2. Dataproc and Spark-based processing
                              - Data ingestion and transformation
                              • 1. Pub/Sub streaming ingestion
                                • 2. ETL/ELT workflows

                                  Google Data Engineer Sample Questions:

                                  1. What are the minimum permissions needed for a service account used with Google Dataproc?

                                  A) Read and write to Google Cloud Storage; write to Google Cloud Logging
                                  B) Execute to Google Cloud Storage; execute to Google Cloud Logging
                                  C) Write to Google Cloud Storage; read to Google Cloud Logging
                                  D) Execute to Google Cloud Storage; write to Google Cloud Logging


                                  2. You are running a pipeline in Cloud Dataflow that receives messages from a Cloud Pub/Sub topic and writes the results to a BigQuery dataset in the EU. Currently, your pipeline is located in europe-west4 and has a maximum of 3 workers, instance type n1-standard-1. You notice that during peak periods, your pipeline is struggling to process records in a timely fashion, when all 3 workers are at maximum CPU utilization. Which two actions can you take to increase performance of your pipeline? (Choose two.)

                                  A) Create a new step in your pipeline to write to this table first, and then create a new pipeline to write from Cloud Spanner to BigQuery
                                  B) Increase the number of max workers
                                  C) Create a temporary table in Cloud Bigtable that will act as a buffer for new data
                                  D) Create a temporary table in Cloud Spanner that will act as a buffer for new data
                                  E) Create a new step in your pipeline to write to this table first, and then create a new pipeline to write from Cloud Bigtable to BigQuery
                                  F) Use a larger instance type for your Cloud Dataflow workers
                                  G) Change the zone of your Cloud Dataflow pipeline to run in us-central1


                                  3. Cloud Dataproc is a managed Apache Hadoop and Apache service.

                                  A) Blaze
                                  B) Ignite
                                  C) Spark
                                  D) Fire


                                  4. 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?

                                  A) Deploy a Cloud Dataproc cluste
                                  B) Change references in scripts from hdfs:// to gs://
                                  C) Use a standard persistent disk and 50% preemptible worker
                                  D) Install Hadoop and Spark on a 10-node Compute Engine instance group with preemptible instances.Store data in HDF
                                  E) Store data in Cloud Storage, and change references in scripts from hdfs:// to gs://
                                  F) Deploy a Cloud Dataproc cluste
                                  G) Install Hadoop and Spark on a 10-node Compute Engine instance group with standard instance
                                  H) Store data in Cloud Storage, and change references in scripts from hdfs:// to gs://
                                  I) Install the Cloud Storage connector, and store the data in Cloud Storag
                                  J) Change references in scripts from hdfs:// to gs://
                                  K) Use an SSD persistent disk and 50% preemptible worker


                                  5. You need to choose a database for a new project that has the following requirements:
                                  Fully managed
                                  Able to automatically scale up
                                  Transactionally consistent
                                  Able to scale up to 6 TB
                                  Able to be queried using SQL Which database do you choose?

                                  A) Cloud Bigtable
                                  B) Cloud SQL
                                  C) Cloud Spanner
                                  D) Cloud Datastore


                                  Solutions:

                                  Question # 1
                                  Answer: A
                                  Question # 2
                                  Answer: E,F
                                  Question # 3
                                  Answer: C
                                  Question # 4
                                  Answer: F
                                  Question # 5
                                  Answer: C

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