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Instant Download Google : ADP Questions & Answers as PDF & Test Engine
- Exam Code: ADP
- Exam Name: Associate Data Practitioner
- Updated: Sep 16, 2026
- No. of Questions: 66 Questions and Answers
- Download Limit: Unlimited
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Google ADP Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Data Processing and Analytics | 20-30% | - Apply statistical methods for analysis - Aggregate and summarize data - Use BigQuery and SQL for analytics - Build and maintain data pipelines - Query and analyze datasets |
| Data-Driven Decision Making | 10-20% | - Assess data quality and completeness - Translate business requirements into data solutions - Define success metrics - Identify stakeholders and requirements |
| Data Preparation and Exploration | 20-30% | - Transform and prepare data for analysis - Perform exploratory data analysis (EDA) - Ingest and acquire data - Identify data quality issues - Explore data through visualization and queries |
| Data Visualization and Insights | 20-30% | - Choose appropriate visualization types - Interpret and communicate findings - Build visualizations using Looker Studio - Create dashboards and reports - Present data insights to stakeholders |
Google Associate Data Practitioner Sample Questions:
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.
Correct Answer: A 🗳️
Your organization uses scheduled queries to perform transformations on data stored in BigQuery. You discover that one of your scheduled queries has failed. You need to troubleshoot the issue as quickly as possible. What should you do?
- A. Request access from your admin to the BigQuery information_schema. Query the jobs view with the failed job ID, and analyze error details.
- B. Navigate to the Scheduled queries page in the Google Cloud console. Select the failed job, and analyze the error details.
- C. Set up a log sink using the gcloud CLI to export BigQuery audit logs to BigQuery. Query those logs to identify the error associated with the failed job I
- D. Navigate to the Logs Explorer page in Cloud Logging. Use filters to find the failed job, and analyze the error details.
Correct Answer: B 🗳️
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. ETL
- B. EL
- C. ELT
- D. ETLT
Correct Answer: A 🗳️
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. Create a script using the Looker Python SDK, and configure user attribute filter values. Generate a new scheduled plan for each stakeholder.
- C. 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.
- D. Embed the Looker dashboard in a custom web application, and use the application's scheduling features to send the report with personalized filters.
Correct Answer: C 🗳️
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 Developer role.
- B. Request the Dataflow Worker role.
- C. Request the Dataflow Admin role.
- D. Request the Dataflow Viewer role.
Correct Answer: A 🗳️
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