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Google GCP-DE Exam Syllabus Topics:

SectionWeightObjectives
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%- Monitoring and troubleshooting
          • 1. Performance optimization and debugging
            • 2. Logging and observability
              - Pipeline automation and orchestration
              • 1. Cloud Composer workflows
                • 2. Scheduling and monitoring pipelines
                  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
                          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

                                  Google Data Engineer Sample Questions:

                                  1. Which of these sources can you not load data into BigQuery from?

                                  A) Google Drive
                                  B) Google Cloud SQL
                                  C) File upload
                                  D) Google Cloud Storage


                                  2. 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 Datastore
                                  B) Cloud SQL
                                  C) Cloud Spanner
                                  D) Cloud Bigtable


                                  3. For the best possible performance, what is the recommended zone for your Compute Engine instance and Cloud Bigtable instance?

                                  A) Have the Cloud Bigtable instance to be in the same zone as all of the consumers of your data.
                                  B) Have both the Compute Engine instance and the Cloud Bigtable instance to be in the same zone.
                                  C) Have both the Compute Engine instance and the Cloud Bigtable instance to be in different zones.
                                  D) Have the Compute Engine instance in the furthest zone from the Cloud Bigtable instance.


                                  4. You are planning to use Google's Dataflow SDK to analyze customer data such as displayed below. Your project requirement is to extract only the customer name Passing Certification Exams Made Easy visit - https://www.2PassEasy.com from the data source and then write to an output PCollection.
                                  Tom,555 X street Tim,553 Y street Sam, 111 Z street
                                  Which operation is best suited for the above data processing requirement?

                                  A) Sink API
                                  B) Source API
                                  C) Data extraction
                                  D) ParDo


                                  5. An online retailer has built their current application on Google App Engine. A new initiative at the company mandates that they extend their application to allow their customers to transact directly via the application.
                                  They need to manage their shopping transactions and analyze combined data from multiple datasets using a business intelligence (BI) tool. They want to use only a single database for this purpose. Which Google Cloud database should they choose?

                                  A) BigQuery
                                  B) Cloud Datastore
                                  C) Cloud BigTable
                                  D) Cloud SQL


                                  Solutions:

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

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