Google ADP Valid Dump : Associate Data Practitioner

ADP real exams

Exam Code: ADP

Exam Name: Associate Data Practitioner

Updated: Jul 22, 2026

Q & A: 66 Questions and Answers

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Google ADP Exam Syllabus Topics:

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

                        Google Associate Data Practitioner Sample Questions:

                        1. Your organization has decided to migrate their existing enterprise data warehouse to BigQuery. The existing data pipeline tools already support connectors to BigQuery. You need to identify a data migration approach that optimizes migration speed. What should you do?

                        A) Use the existing data pipeline tool's BigQuery connector to reconfigure the data mapping.
                        B) Create a temporary file system to facilitate data transfer from the existing environment to Cloud Storage. Use Storage Transfer Service to migrate the data into BigQuery.
                        C) Use the Cloud Data Fusion web interface to build data pipelines. Create a directed acyclic graph (DAG) that facilitates pipeline orchestration.
                        D) Use the BigQuery Data Transfer Service to recreate the data pipeline and migrate the data into BigQuery.


                        2. You need to transfer approximately 300 TB of data from your company's on-premises data center to Cloud Storage. You have 100 Mbps internet bandwidth, and the transfer needs to be completed as quickly as possible. What should you do?

                        A) Request a Transfer Appliance, copy the data to the appliance, and ship it back to Google.
                        B) Compress the data, upload it to multiple cloud storage providers, and then transfer the data to CloudStorage.
                        C) Use the gcloud storage command to transfer the data over the internet.
                        D) Use Cloud Client Libraries to transfer the data over the internet.


                        3. Your organization plans to move their on-premises environment to Google Cloud. Your organization's network bandwidth is less than 1 Gbps. You need to move over 500 ## of data to Cloud Storage securely, and only have a few days to move the dat a. What should you do?

                        A) Connect to Google Cloud using Dedicated Interconnect. Use the gcloud storage command to move the data to Cloud Storage.
                        B) Connect to Google Cloud using VPN. Use the gcloud storage command to move the data to Cloud Storage.
                        C) Request multiple Transfer Appliances, copy the data to the appliances, and ship the appliances back to Google Cloud to upload the data to Cloud Storage.
                        D) Connect to Google Cloud using VPN. Use Storage Transfer Service to move the data to Cloud Storage.


                        4. You need to design a data pipeline that ingests data from CSV, Avro, and Parquet files into Cloud Storage.
                        The data includes raw user input. You need to remove all malicious SQL injections before storing the data in BigQuery. Which data manipulation methodology should you choose?

                        A) EL
                        B) ELT
                        C) ETLT
                        D) ETL


                        5. Your organization has highly sensitive data that gets updated once a day and is stored across multiple datasets in BigQuery. You need to provide a new data analyst access to query specific data in BigQuery while preventing access to sensitive dat a. What should you do?

                        A) Grant the data analyst the BigQuery Data Viewer IAM role in the Google Cloud project.
                        B) Grant the data analyst the BigQuery Job User IAM role in the Google Cloud project.
                        C) Create a materialized view with the limited data in a new dataset. Grant the data analyst BigQuery Data Viewer IAM role in the dataset and the BigQuery Job User IAM role in the Google Cloud project.
                        D) Create a new Google Cloud project, and copy the limited data into a BigQuery table. Grant the data analyst the BigQuery Data Owner IAM role in the new Google Cloud project.


                        Solutions:

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

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