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Google GCP-DE Exam Syllabus Topics:

SectionWeightObjectives
Operationalizing data and ML pipelines30%- Pipeline automation and orchestration
  • 1. Scheduling and monitoring pipelines
    • 2. Cloud Composer workflows
      - Monitoring and troubleshooting
      • 1. Performance optimization and debugging
        • 2. Logging and observability
          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
                  Designing data processing systems20%- Data pipeline architecture design
                  • 1. Batch vs streaming data processing selection
                    • 2. Scalable data ingestion design
                      - Storage and data modeling
                      • 1. Data warehouse design using BigQuery
                        • 2. Data lake architecture on Google Cloud Storage
                          Building and operationalizing data processing systems30%- Data ingestion and transformation
                          • 1. ETL/ELT workflows
                            • 2. Pub/Sub streaming ingestion
                              - Data pipeline implementation
                              • 1. Dataflow pipeline development
                                • 2. Dataproc and Spark-based processing

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                                  Google Data Engineer Sample Questions (Q33-Q38):

                                  NEW QUESTION # 33
                                  You want to automate execution of a multi-step data pipeline running on Google Cloud. The pipeline includes Cloud Dataproc and Cloud Dataflow jobs that have multiple dependencies on each other. You want to use managed services where possible, and the pipeline will run every day. Which tool should you use?

                                  Answer: A


                                  NEW QUESTION # 34
                                  You work for a mid-sized enterprise that needs to move its operational system transaction data from an on-premises database to GCP. The database is about 20 TB in size. Which database should you choose?

                                  Answer: A


                                  NEW QUESTION # 35
                                  When using Cloud Dataproc clusters, you can access the YARN web interface by configuring a browser to connect through a proxy.

                                  Answer: A

                                  Explanation:
                                  When using Cloud Dataproc clusters, configure your browser to use the SOCKS proxy. The SOCKS proxy routes data intended for the Cloud Dataproc cluster through an SSH tunnel.
                                  Reference: https://cloud.google.com/dataproc/docs/concepts/cluster-web-interfaces#interfaces


                                  NEW QUESTION # 36
                                  You need to create a data pipeline that copies time-series transaction data so that it can be queried from within BigQuery by your data science team for analysis. Every hour, thousands of transactions are updated with a new status. The size of the intitial dataset is 1.5 PB, and it will grow by 3 TB per day. The data is heavily structured, and your data science team will build machine learning models based on this dat a. You want to maximize performance and usability for your data science team. Which two strategies should you adopt? Choose 2 answers.

                                  Answer: A,C


                                  NEW QUESTION # 37
                                  Your company maintains a hybrid deployment with GCP, where analytics are performed on your anonymized customer dat a. The data are imported to Cloud Storage from your data center through parallel uploads to a data transfer server running on GCP. Management informs you that the daily transfers take too long and have asked you to fix the problem. You want to maximize transfer speeds. Which action should you take?

                                  Answer: D


                                  NEW QUESTION # 38
                                  ......

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