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Updated: Oct 02, 2026

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Google ADP Exam Overview:

Certification Vendor:Google Cloud
Exam Name:Google Cloud Associate Data Practitioner
Exam Number:PCA-DP
Exam Format:Multiple Select, Multiple Choice
Exam Price:USD 100
Passing Score:70
Related Certifications:Google Cloud Data Analytics
Google Cloud Professional Data Engineer
Looker Data Analyst
Exam Duration:120 minutes
Real Exam Qty:50
Available Languages:English
Certificate Validity Period:24 months
Sample Questions:Google ADP Sample Questions
Exam Way:Online proctored or in-person testing center
Pre Condition:No formal prerequisites, but basic knowledge of data concepts and cloud computing is recommended
Official Syllabus URL:https://cloud.google.com/certification/associate-data-practitioner

Google ADP Exam Syllabus Topics:

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

Google Associate Data Practitioner Sample Questions:

Question #1

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. 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.
  • B. Embed the Looker dashboard in a custom web application, and use the application's scheduling features to send the report with personalized filters.
  • C. Create a separate LookML model for each stakeholder with predefined filters, and schedule the dashboards using the Looker Scheduler.
  • D. Create a script using the Looker Python SDK, and configure user attribute filter values. Generate a new scheduled plan for each stakeholder.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Question #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.
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

Question #3

You are designing a pipeline to process data files that arrive in Cloud Storage by 3:00 am each day. Data processing is performed in stages, where the output of one stage becomes the input of the next. Each stage takes a long time to run. Occasionally a stage fails, and you have to address the problem. You need to ensure that the final output is generated as quickly as possible. What should you do?

  • A. Design the pipeline as a set of PTransforms in Dataflow. Restart the pipeline after correcting any stage output data errors.
  • B. Design the processing as a directed acyclic graph (DAG) in Cloud Composer. Clear the state of the failed task after correcting any stage output data errors.
  • C. Design a Spark program that runs under Dataproc. Code the program to wait for user input when an error is detected. Rerun the last action after correcting any stage output data errors.
  • D. Design the workflow as a Cloud Workflow instance. Code the workflow to jump to a given stage based on an input parameter. Rerun the workflow after correcting any stage output data errors.
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

Question #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 Coldline storage.
  • B. Store the data in Cloud Storage using Archive storage.
  • C. Store the data in Cloud Storage using Nearline storage.
  • D. Store the data in Cloud Storage using Standard storage.
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

Question #5

You work for a healthcare company. You have a daily ETL pipeline that extracts patient data from a legacy system, transforms it, and loads it into BigQuery for analysis. The pipeline currently runs manually using a shell script. You want to automate this process and add monitoring to ensure pipeline observability and troubleshooting insights. You want one centralized solution, using open-source tooling, without rewriting the ETL code. What should you do?

  • A. Create a Cloud Run function that runs the pipeline daily. Monitor the functions execution using Cloud Monitoring.
  • B. Use Cloud Scheduler to trigger a Dataproc job to execute the pipeline daily. Monitor the job's progress using the Dataproc job web interface and Cloud Monitoring.
  • C. Create a direct acyclic graph (DAG) in Cloud Composer to orchestrate a pipeline trigger daily. Monitor the pipeline's execution using the Apache Airflow web interface and Cloud Monitoring.
  • D. Configure Cloud Dataflow to implement the ETL pipeline, and use Cloud Scheduler to trigger the Dataflow pipeline daily. Monitor the pipelines execution using the Dataflow job monitoring interface and Cloud Monitoring.
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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