Google ADP : Associate Data Practitioner

ADP real exams

Exam Code: ADP

Exam Name: Associate Data Practitioner

Updated: Sep 04, 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. Streaming ingestion with Pub/Sub concepts
              • 2. Cloud Storage ingestion patterns
                Topic 4: Data Management25%- Storage and data organization
                • 1. BigQuery datasets and tables management
                  • 2. Cloud Storage lifecycle policies
                    - Data governance and security
                    • 1. IAM and access control
                      • 2. Data lifecycle management

                        Google Associate Data Practitioner Sample Questions:

                        Question 1

                        You work for an ecommerce company that has a BigQuery dataset that contains customer purchase history, demographics, and website interactions. You need to build a machine learning (ML) model to predict which customers are most likely to make a purchase in the next month. You have limited engineering resources and need to minimize the ML expertise required for the solution. What should you do?

                        A. Use BigQuery ML to create a logistic regression model for purchase prediction.
                        B. Export the data to Cloud Storage, and use AutoML Tables to build a classification model for purchase prediction.
                        C. Use Vertex Al Workbench to develop a custom model for purchase prediction.
                        D. Use Colab Enterprise to develop a custom model for purchase prediction.


                        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 Storage Transfer Service to replicate the data across the buckets in both regions.
                        B. Create a dual-region bucket, and upload the files to this bucket.
                        C. Create a multi-region bucket, and upload the files to this bucket.
                        D. 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.


                        Question 3

                        Your team wants to create a monthly report to analyze inventory data that is updated daily. You need to aggregate the inventory counts by using only the most recent month of data, and save the results to be used in a Looker Studio dashboard. What should you do?

                        A. Create a materialized view in BigQuery that uses the SUM() function and the DATE_SUB() function.
                        B. Create a saved query in the BigQuery console that uses the SUM() function and the DATE_SUB() function. Re-run the saved query every month, and save the results to a BigQuery table.
                        C. Create a BigQuery table that uses the SUM() function and the DATE_DIFF() function.
                        D. Create a BigQuery table that uses the SUM() function and the _PARTITIONDATE filter.


                        Question 4

                        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. Use Cloud Run functions to transform and load the data into BigQuery.
                        C. Use Dataflow to transform the data and write the transformed data to BigQuery.
                        D. Manually download the data from Cloud Storage. Use a Python script to transform and upload the data into BigQuery.


                        Question 5

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


                        Solutions:

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

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