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Google GCP-DE Exam Syllabus Topics:

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

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                                  Google Data Engineer Sample Questions (Q23-Q28):

                                  NEW QUESTION # 23
                                  The YARN ResourceManager and the HDFS NameNode interfaces are available on a Cloud Dataproc cluster .

                                  Answer: A

                                  Explanation:
                                  The YARN ResourceManager and the HDFS NameNode interfaces are available on a Cloud Dataproc cluster master node. The cluster master-host-name is the name of your Cloud Dataproc cluster followed by an -m suffix-for example, if your cluster is named "my-cluster", the master-host-name would be "my-cluster-m". Reference: https://cloud.google.com/dataproc/docs/concepts/cluster-web-interfaces#interfaces


                                  NEW QUESTION # 24
                                  You are a retailer that wants to integrate your online sales capabilities with different in-home assistants, such as Google Home. You need to interpret customer voice commands and issue an order to the backend systems. Which solutions should you choose?

                                  Answer: D


                                  NEW QUESTION # 25
                                  Which Google Cloud Platform service is an alternative to Hadoop with Hive?

                                  Answer: C

                                  Explanation:
                                  Apache Hive is a data warehouse software project built on top of Apache Hadoop for providing data summarization, query, and analysis. Google BigQuery is an enterprise data warehouse. Reference: https://en.wikipedia.org/wiki/Apache_Hive


                                  NEW QUESTION # 26
                                  Your company produces 20,000 files every hour. Each data file is formatted as a comma separated values (CSV) file that is less than 4 KB. All files must be ingested on Google Cloud Platform before they can be processed. Your company site has a 200 ms latency to Google Cloud, and your Internet connection bandwidth is limited as 50 Mbps. You currently deploy a secure FTP (SFTP) server on a virtual machine in Google Compute Engine as the data ingestion point. A local SFTP client runs on a dedicated machine to transmit the CSV files as is. The goal is to make reports with data from the previous day available to the executives by 10:00 a.m. each day. This design is barely able to keep up with the current volume, even though the bandwidth utilization is rather low.
                                  You are told that due to seasonality, your company expects the number of files to double for the next three months. Which two actions should you take? (choose two.)

                                  Answer: A,C


                                  NEW QUESTION # 27
                                  When using Cloud Dataproc clusters, you can access the YARN web interface by configuring a browser to connect through a proxy.

                                  Answer: B

                                  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 # 28
                                  ......

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