Google ADP Q&A - in .pdf

  • ADP pdf
  • Exam Code: ADP
  • Exam Name: Associate Data Practitioner
  • Updated: Oct 05, 2026
  • Q & A: 66 Questions and Answers
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  • Exam Name: Associate Data Practitioner
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  • Updated: Oct 05, 2026
  • Q & A: 66 Questions and Answers
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  • Exam Code: ADP
  • Exam Name: Associate Data Practitioner
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  • Q & A: 66 Questions and Answers
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Google ADP Exam Syllabus Topics:

SectionWeightObjectives
Data Management and Governance25%- Data quality and maintenance
  • 1. Data validation and cleaning
  • 2. Data lifecycle management
- Compliance and governance
  • 1. Data stewardship and cataloging
  • 2. Data privacy and regulatory requirements
- Data security and access control
  • 1. IAM roles and permissions
  • 2. Data encryption and protection
Data Preparation and Ingestion30%- Data loading methods
  • 1. gcloud, BQ CLI, client libraries
  • 2. Batch and streaming ingestion
- Data formats and classification
  • 1. Formats: CSV, JSON, Parquet, Avro, database tables
  • 2. Structured, semi-structured, unstructured data
- Data extraction and transfer tools
  • 1. Cloud Data Fusion, Storage Transfer Service
  • 2. Dataflow, BigQuery Data Transfer Service, Database Migration Service
- Storage solutions selection
  • 1. Cloud Storage, BigQuery, Cloud SQL, Firestore, Bigtable, Spanner
  • 2. Storage location types: regional, dual-regional, multi-regional, zonal
Data Pipeline Orchestration18%- Pipeline automation and scheduling
  • 1. Error handling and monitoring
  • 2. Schedule and monitor data jobs
- Transformation tools selection
  • 1. Dataproc, Dataflow, Cloud Data Fusion, Cloud Composer, Dataform
- Data transformation concepts
  • 1. ETL vs ELT processes
  • 2. Data transformation requirements
Data Analysis and Presentation27%- Data exploration and analysis
  • 1. Jupyter notebooks for analysis
  • 2. BigQuery SQL queries
  • 3. Identify trends, patterns, insights
- Business intelligence and decision support
  • 1. Answer business questions with data
  • 2. Communicate findings effectively
- Data visualization and reporting
  • 1. Looker dashboards and reports
  • 2. Visualization best practices

Google Associate Data Practitioner Sample Questions:

Question #1

You manage a large amount of data in Cloud Storage, including raw data, processed data, and backups. Your organization is subject to strict compliance regulations that mandate data immutability for specific data types.
You want to use an efficient process to reduce storage costs while ensuring that your storage strategy meets retention requirements. What should you do?

  • A. Configure lifecycle management rules to transition objects to appropriate storage classes based on access patterns. Set up Object Versioning for all objects to meet immutability requirements.
  • B. Move objects to different storage classes based on their age and access patterns. Use Cloud Key Management Service (Cloud KMS) to encrypt specific objects with customer-managed encryption keys (CMEK) to meet immutability requirements.
  • C. Use object holds to enforce immutability for specific objects, and configure lifecycle management rules to transition objects to appropriate storage classes based on age and access patterns.
  • D. Create a Cloud Run function to periodically check object metadata, and move objects to the appropriate storage class based on age and access patterns. Use object holds to enforce immutability for specific objects.
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

Question #2

Your organization has several datasets in their data warehouse in BigQuery. Several analyst teams in different departments use the datasets to run queries. Your organization is concerned about the variability of their monthly BigQuery costs. You need to identify a solution that creates a fixed budget for costs associated with the queries run by each department. What should you do?

  • A. Create a single reservation by using BigQuery editions. Assign all analysts to the reservation.
  • B. Create a custom quota for each analyst in BigQuery.
  • C. Assign each analyst to a separate project associated with their department. Create a single reservation by using BigQuery editions. Assign all projects to the reservation.
  • D. Assign each analyst to a separate project associated with their department. Create a single reservation for each department by using BigQuery editions. Create assignments for each project in the appropriate reservation.
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

Question #3

Your company has an on-premises file server with 5 TB of data that needs to be migrated to Google Cloud.
The network operations team has mandated that you can only use up to 250 Mbps of the total available bandwidth for the migration. You need to perform an online migration to Cloud Storage. What should you do?

  • A. Use the gcloud storage cp command to copy all files from on- premises to Cloud Storage using the --no- clobber option.
  • B. Use Storage Transfer Service to configure an agent-based transfer. Set the appropriate bandwidth limit for the agent pool.
  • C. Request a Transfer Appliance, copy the data to the appliance, and ship it back to Google Cloud.
  • D. Use the gcloud storage cp command to copy all files from on- premises to Cloud Storage using the -- daisy-chain option.
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

Question #4

Your organization has decided to move their on-premises Apache Spark-based workload to Google Cloud.
You want to be able to manage the code without needing to provision and manage your own cluster. What should you do?

  • A. Configure a Google Kubernetes Engine cluster with Spark operators, and deploy the Spark jobs.
  • B. Migrate the Spark jobs to Dataproc on Compute Engine.
  • C. Migrate the Spark jobs to Dataproc Serverless.
  • D. Migrate the Spark jobs to Dataproc on Google Kubernetes Engine.
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

Question #5

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. Compress the data, upload it to multiple cloud storage providers, and then transfer the data to CloudStorage.
  • B. Request a Transfer Appliance, copy the data to the appliance, and ship it back to Google.
  • C. Use Cloud Client Libraries to transfer the data over the internet.
  • D. Use the gcloud storage command to transfer the data over the internet.
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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