] ADP Training Online: Associate Data Practitioner & Associate Data Practitioner Dumps Torrent

Google Associate Data Practitioner : ADP

  • Exam Code: ADP
  • Exam Name: Associate Data Practitioner
  • Updated: Sep 06, 2026
  • Q & A: 66 Questions and Answers

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Google ADP Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Data Pipeline Orchestration18%- Pipeline design and automation
  • 1. Dataflow pipelines
    • 2. Workflow orchestration concepts (e.g., Cloud Composer)
      Topic 2: Data Analysis and Presentation27%- Data visualization
      • 1. Looker / Looker Studio reporting
        - Querying and analyzing data
        • 1. BigQuery SQL usage
          • 2. Data aggregation and transformation
            Topic 3: Data Preparation and Ingestion30%- Data ingestion into Google Cloud services
            • 1. Cloud Storage ingestion patterns
              • 2. Streaming ingestion with Pub/Sub concepts
                Topic 4: 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

                        Google Associate Data Practitioner Sample Questions:

                        Question 1

                        Your company's customer support audio files are stored in a Cloud Storage bucket. You plan to analyze the audio files' metadata and file content within BigQuery to create inference by using BigQuery ML. You need to create a corresponding table in BigQuery that represents the bucket containing the audio files. What should you do?

                        A. Create an external table.
                        B. Create a temporary table.
                        C. Create an object table.
                        D. Create a native table.


                        Question 2

                        You work for a home insurance company. You are frequently asked to create and save risk reports with charts for specific areas using a publicly available storm event dataset. You want to be able to quickly create and re- run risk reports when new data becomes available. What should you do?

                        A. Reference and query the storm event dataset using SQL in a Colab Enterprise notebook. Display the table results and document with Markdown, and use Matplotlib to create charts.
                        B. Copy the storm event dataset into your BigQuery project. Use BigQuery Studio to query and visualize the data in Looker Studio.
                        C. Reference and query the storm event dataset using SQL in BigQuery Studio. Export the results to Google Sheets, and use cell data in the worksheets to create charts.
                        D. Export the storm event dataset as a CSV file. Import the file to Google Sheets, and use cell data in the worksheets to create charts.


                        Question 3

                        You have a BigQuery dataset containing sales dat
                        a. This data is actively queried for the first 6 months. After that, the data is not queried but needs to be retained for 3 years for compliance reasons. You need to implement a data management strategy that meets access and compliance requirements, while keeping cost and administrative overhead to a minimum. What should you do?

                        A. Store all data in a single BigQuery table without partitioning or lifecycle policies.
                        B. Partition a BigQuery table by month. After 6 months, export the data to Coldline storage. Implement a lifecycle policy to delete the data from Cloud Storage after 3 years.
                        C. Use BigQuery long-term storage for the entire dataset. Set up a Cloud Run function to delete the data from BigQuery after 3 years.
                        D. Set up a scheduled query to export the data to Cloud Storage after 6 months. Write a stored procedure to delete the data from BigQuery after 3 years.


                        Question 4

                        You have a Dataproc cluster that performs batch processing on data stored in Cloud Storage. You need to schedule a daily Spark job to generate a report that will be emailed to stakeholders. You need a fully-managed solution that is easy to implement and minimizes complexity. What should you do?

                        A. Use Cloud Run functions to trigger the Spark job and email the report.
                        B. Use Cloud Scheduler to trigger the Spark job. and use Cloud Run functions to email the report.
                        C. Use Dataproc workflow templates to define and schedule the Spark job, and to email the report.
                        D. Use Cloud Composer to orchestrate the Spark job and email the report.


                        Question 5

                        Your organization has a BigQuery dataset that contains sensitive employee information such as salaries and performance reviews. The payroll specialist in the HR department needs to have continuous access to aggregated performance data, but they do not need continuous access to other sensitive dat a. You need to grant the payroll specialist access to the performance data without granting them access to the entire dataset using the simplest and most secure approach. What should you do?

                        A. Use authorized views to share query results with the payroll specialist.
                        B. Create a SQL query with the aggregated performance data. Export the results to an Avro file in a Cloud Storage bucket. Share the bucket with the payroll specialist.
                        C. Create row-level and column-level permissions and policies on the table that contains performance data in the dataset. Provide the payroll specialist with the appropriate permission set.
                        D. Create a table with the aggregated performance data. Use table-level permissions to grant access to the payroll specialist.


                        Solutions:

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

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