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Google GCP-DE Exam Syllabus Topics:

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

                                  Google Data Engineer Sample Questions:

                                  1. When using Cloud Dataproc clusters, you can access the YARN web interface by configuring a browser to connect through a proxy.

                                  A) HTTP
                                  B) SOCKS
                                  C) HTTPS
                                  D) VPN


                                  2. 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?

                                  A) Cloud Composer
                                  B) Cloud Scheduler
                                  C) Cloud Dataflow
                                  D) Cloud Functions


                                  3. If you're running a performance test that depends upon Cloud Bigtable, all the choices except one below are recommended steps. Which is NOT a recommended step to follow?

                                  A) Before you test, run a heavy pre-test for several minutes.
                                  B) Run your test for at least 10 minutes.
                                  C) Do not use a production instance.
                                  D) Use at least 300 GB of data.


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

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


                                  5. Flowlogistic's CEO wants to gain rapid insight into their customer base so his sales team can be better informed in the field. This team is not very technical, so they've purchased a visualization tool to simplify the creation of BigQuery reports. However, they've been overwhelmed by all the data in the table, and are spending a lot of money on queries trying to find the data they need. You want to solve their problem in the most cost-effective way. What should you do?

                                  A) Create an additional table with only the necessary columns.
                                  B) Create identity and access management (IAM) roles on the appropriate columns, so only they appear in a query.
                                  C) Export the data into a Google Sheet for virtualization.
                                  D) Create a view on the table to present to the virtualization tool.


                                  Solutions:

                                  Question # 1
                                  Answer: B
                                  Question # 2
                                  Answer: B
                                  Question # 3
                                  Answer: C
                                  Question # 4
                                  Answer: B
                                  Question # 5
                                  Answer: D

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