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Google ADP

ADP

Exam Code: ADP

Exam Name: Associate Data Practitioner

Updated: Aug 23, 2026

Q & A: 66 Questions and Answers

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Google ADP Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Data Visualization and Insights20-30%- Present data insights to stakeholders
- Interpret and communicate findings
- Create dashboards and reports
- Build visualizations using Looker Studio
- Choose appropriate visualization types
Topic 2: Data Processing and Analytics20-30%- Apply statistical methods for analysis
- Query and analyze datasets
- Build and maintain data pipelines
- Use BigQuery and SQL for analytics
- Aggregate and summarize data
Topic 3: Data-Driven Decision Making10-20%- Define success metrics
- Assess data quality and completeness
- Translate business requirements into data solutions
- Identify stakeholders and requirements
Topic 4: Data Preparation and Exploration20-30%- Identify data quality issues
- Perform exploratory data analysis (EDA)
- Ingest and acquire data
- Explore data through visualization and queries
- Transform and prepare data for analysis

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) Use the BigQuery Data Transfer Service to recreate the data pipeline and 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) 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.


2. You recently inherited a task for managing Dataflow streaming pipelines in your organization and noticed that proper access had not been provisioned to you. You need to request a Google-provided IAM role so you can restart the pipelines. You need to follow the principle of least privilege. What should you do?

A) Request the Dataflow Admin role.
B) Request the Dataflow Developer role.
C) Request the Dataflow Viewer role.
D) Request the Dataflow Worker role.


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


4. Your organization needs to store historical customer order dat
a. The data will only be accessed once a month for analysis and must be readily available within a few seconds when it is accessed. You need to choose a storage class that minimizes storage costs while ensuring that the data can be retrieved quickly. What should you do?

A) Store the data in Cloud Storage using Nearline storage.
B) Store the data in Cloud Storage using Standard storage.
C) Store the data in Cloud Storage using Archive storage.
D) Store the data in Cloud Storage using Coldline storage.


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


Solutions:

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

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