Google Associate Data Practitioner : ADP valid dumps

ADP real exams

Exam Code: ADP

Exam Name: Associate Data Practitioner

Updated: Aug 17, 2026

Q & A: 66 Questions and Answers

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Google ADP Exam Syllabus Topics:

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

                        Google Associate Data Practitioner Sample Questions:

                        1. Your organization uses a BigQuery table that is partitioned by ingestion time. You need to remove data that is older than one year to reduce your organization's storage costs. You want to use the most efficient approach while minimizing cost. What should you do?

                        A) Create a scheduled query that periodically runs an update statement in SQL that sets the "deleted" column to "yes" for data that is more than one year old. Create a view that filters out rows that have been marked deleted.
                        B) Set the table partition expiration period to one year using the ALTER TABLE statement in SQL.
                        C) Create a view that filters out rows that are older than one year.
                        D) Require users to specify a partition filter using the alter table statement in SQL.


                        2. You are working on a project that requires analyzing daily social media dat a. You have 100 GB of JSON formatted data stored in Cloud Storage that keeps growing.
                        You need to transform and load this data into BigQuery for analysis. You want to follow the Google-recommended approach. What should you do?

                        A) Use Cloud Data Fusion to transfer the data into BigQuery raw tables, and use SQL to transform it.
                        B) Manually download the data from Cloud Storage. Use a Python script to transform and upload the data into BigQuery.
                        C) Use Cloud Run functions to transform and load the data into BigQuery.
                        D) Use Dataflow to transform the data and write the transformed data to BigQuery.


                        3. Your company has an on-premises file server with 5 TB of data that needs to be migrated to Google Cloud.
                        The network operations team has mandated that you can only use up to 250 Mbps of the total available bandwidth for the migration. You need to perform an online migration to Cloud Storage. What should you do?

                        A) Use the gcloud storage cp command to copy all files from on- premises to Cloud Storage using the --no- clobber option.
                        B) Use Storage Transfer Service to configure an agent-based transfer. Set the appropriate bandwidth limit for the agent pool.
                        C) Request a Transfer Appliance, copy the data to the appliance, and ship it back to Google Cloud.
                        D) Use the gcloud storage cp command to copy all files from on- premises to Cloud Storage using the -- daisy-chain option.


                        4. Your company uses Looker to generate and share reports with various stakeholders. You have a complex dashboard with several visualizations that needs to be delivered to specific stakeholders on a recurring basis, with customized filters applied for each recipient. You need an efficient and scalable solution to automate the delivery of this customized dashboard. You want to follow the Google- recommended approach. What should you do?

                        A) Create a separate LookML model for each stakeholder with predefined filters, and schedule the dashboards using the Looker Scheduler.
                        B) Use the Looker Scheduler with a user attribute filter on the dashboard, and send the dashboard with personalized filters to each stakeholder based on their attributes.
                        C) Create a script using the Looker Python SDK, and configure user attribute filter values. Generate a new scheduled plan for each stakeholder.
                        D) Embed the Looker dashboard in a custom web application, and use the application's scheduling features to send the report with personalized filters.


                        5. You are migrating data from a legacy on-premises MySQL database to Google Cloud. The database contains various tables with different data types and sizes, including large tables with millions of rows and transactional dat a. You need to migrate this data while maintaining data integrity, and minimizing downtime and cost. What should you do?

                        A) Use Cloud Data Fusion to migrate the MySQL database to MySQL on Compute Engine.
                        B) Use Database Migration Service to replicate the MySQL database to a Cloud SQL for MySQL instance.
                        C) Export the MySQL database to CSV files, transfer the files to Cloud Storage by using Storage Transfer Service, and load the files into a Cloud SQL for MySQL instance.
                        D) Set up a Cloud Composer environment to orchestrate a custom data pipeline. Use a Python script to extract data from the MySQL database and load it to MySQL on Compute Engine.


                        Solutions:

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

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