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Google GCP-DE Exam Syllabus Topics:

SectionWeightObjectives
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 lake architecture on Google Cloud Storage
        • 2. Data warehouse design using BigQuery
          Building and operationalizing data processing systems30%- Data ingestion and transformation
          • 1. Pub/Sub streaming ingestion
            • 2. ETL/ELT workflows
              - Data pipeline implementation
              • 1. Dataflow pipeline development
                • 2. Dataproc and Spark-based processing
                  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
                          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

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                                  Google Data Engineer Sample Questions (Q51-Q56):

                                  NEW QUESTION # 51
                                  Which of these sources can you not load data into BigQuery from?

                                  Answer: D

                                  Explanation:
                                  You can load data into BigQuery from a file upload, Google Cloud Storage, Google Drive, or Google Cloud Bigtable. It is not possible to load data into BigQuery directly from Google Cloud SQL. One way to get data from Cloud SQL to BigQuery would be to export data from Cloud SQL to Cloud Storage and then load it from there.
                                  Reference: https://cloud.google.com/bigquery/loading-data


                                  NEW QUESTION # 52
                                  Cloud Dataproc is a managed Apache Hadoop and Apache service.

                                  Answer: B

                                  Explanation:
                                  Cloud Dataproc is a managed Apache Spark and Apache Hadoop service that lets you use open source data tools for batch processing, querying, streaming, and machine learning.
                                  Reference: https://cloud.google.com/dataproc/docs/


                                  NEW QUESTION # 53
                                  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: B


                                  NEW QUESTION # 54
                                  You have a data stored in BigQuery. The data in the BigQuery dataset must be highly available. You need to define a storage, backup, and recovery strategy of this data that minimizes cost. How should you configure the BigQuery table?

                                  Answer: E


                                  NEW QUESTION # 55
                                  You are operating a Cloud Dataflow streaming pipeline. The pipeline aggregates events from a Cloud Pub/Sub subscription source, within a window, and sinks the resulting aggregation to a Cloud Storage bucket. The source has consistent throughput. You want to monitor an alert on behavior of the pipeline with Cloud Stackdriver to ensure that it is processing dat a. Which Stackdriver alerts should you create?

                                  Answer: D


                                  NEW QUESTION # 56
                                  ......

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