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Google ADP Exam Syllabus Topics:

SectionWeightObjectives
Data Management25%- Data governance and security
  • 1. IAM and access control
    • 2. Data lifecycle management
      - Storage and data organization
      • 1. Cloud Storage lifecycle policies
        • 2. BigQuery datasets and tables management
          Data Preparation and Ingestion30%- Data ingestion into Google Cloud services
          • 1. Streaming ingestion with Pub/Sub concepts
            • 2. Cloud Storage ingestion patterns
              Data Analysis and Presentation27%- Data visualization
              • 1. Looker / Looker Studio reporting
                - Querying and analyzing data
                • 1. BigQuery SQL usage
                  • 2. Data aggregation and transformation
                    Data Pipeline Orchestration18%- Pipeline design and automation
                    • 1. Workflow orchestration concepts (e.g., Cloud Composer)
                      • 2. Dataflow pipelines

                        Google Associate Data Practitioner Sample Questions:

                        Question 1

                        Your organization uses scheduled queries to perform transformations on data stored in BigQuery. You discover that one of your scheduled queries has failed. You need to troubleshoot the issue as quickly as possible. What should you do?

                        A. Navigate to the Scheduled queries page in the Google Cloud console. Select the failed job, and analyze the error details.
                        B. Request access from your admin to the BigQuery information_schema. Query the jobs view with the failed job ID, and analyze error details.
                        C. Navigate to the Logs Explorer page in Cloud Logging. Use filters to find the failed job, and analyze the error details.
                        D. Set up a log sink using the gcloud CLI to export BigQuery audit logs to BigQuery. Query those logs to identify the error associated with the failed job I


                        Question 2

                        Your organization is building a new application on Google Cloud. Several data files will need to be stored in Cloud Storage. Your organization has approved only two specific cloud regions where these data files can reside. You need to determine a Cloud Storage bucket strategy that includes automated high availability.
                        What should you do?

                        A. Create a single-region bucket in each of the two regions, and use the gcloud storage command to replicate the data across the buckets in both regions.
                        B. Create a multi-region bucket, and upload the files to this bucket.
                        C. Create a dual-region bucket, and upload the files to this bucket.
                        D. Create a single-region bucket in each of the two regions, and use Storage Transfer Service to replicate the data across the buckets in both regions.


                        Question 3

                        You have created a LookML model and dashboard that shows daily sales metrics for five regional managers to use. You want to ensure that the regional managers can only see sales metrics specific to their region. You need an easy-to-implement solution. What should you do?

                        A. Create separate Looker dashboards for each regional manager. Set the default dashboard filter to the corresponding region for each manager.
                        B. Add anaccess_filterExplore filter on theregion_namedimension by using thesales_regionuser attribute.
                        C. Create asales_regionuser attribute, and assign each manager's region as the value of their user attribute.
                        D. Create five different Explores with thesql_always_filterExplore filter applied on theregion_namedimension. Set eachregion_namevalue to the corresponding region for each manager.


                        Question 4

                        You work for a healthcare company. You have a daily ETL pipeline that extracts patient data from a legacy system, transforms it, and loads it into BigQuery for analysis. The pipeline currently runs manually using a shell script. You want to automate this process and add monitoring to ensure pipeline observability and troubleshooting insights. You want one centralized solution, using open-source tooling, without rewriting the ETL code. What should you do?

                        A. Configure Cloud Dataflow to implement the ETL pipeline, and use Cloud Scheduler to trigger the Dataflow pipeline daily. Monitor the pipelines execution using the Dataflow job monitoring interface and Cloud Monitoring.
                        B. Use Cloud Scheduler to trigger a Dataproc job to execute the pipeline daily. Monitor the job's progress using the Dataproc job web interface and Cloud Monitoring.
                        C. Create a direct acyclic graph (DAG) in Cloud Composer to orchestrate a pipeline trigger daily. Monitor the pipeline's execution using the Apache Airflow web interface and Cloud Monitoring.
                        D. Create a Cloud Run function that runs the pipeline daily. Monitor the functions execution using Cloud Monitoring.


                        Question 5

                        Your organization has several datasets in their data warehouse in BigQuery. Several analyst teams in different departments use the datasets to run queries. Your organization is concerned about the variability of their monthly BigQuery costs. You need to identify a solution that creates a fixed budget for costs associated with the queries run by each department. What should you do?

                        A. Assign each analyst to a separate project associated with their department. Create a single reservation by using BigQuery editions. Assign all projects to the reservation.
                        B. Create a single reservation by using BigQuery editions. Assign all analysts to the reservation.
                        C. Assign each analyst to a separate project associated with their department. Create a single reservation for each department by using BigQuery editions. Create assignments for each project in the appropriate reservation.
                        D. Create a custom quota for each analyst in BigQuery.


                        Solutions:

                        Question 1
                        Answer: A
                        Question 2
                        Answer: C
                        Question 3
                        Answer: C
                        Question 4
                        Answer: C
                        Question 5
                        Answer: C

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