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Google ADP Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Data Pipeline Orchestration | 18% | - Pipeline design and automation
|
| Data Management | 25% | - Data governance and security
|
| Data Analysis and Presentation | 27% | - Querying and analyzing data
|
| Data Preparation and Ingestion | 30% | - Data ingestion into Google Cloud services
|
Google Associate Data Practitioner Sample Questions:
1. Your organization has a petabyte of application logs stored as Parquet files in Cloud Storage. You need to quickly perform a one- time SQL-based analysis of the files and join them to data that already resides in BigQuery. What should you do?
A) Launch a Cloud Data Fusion environment, use plugins to connect to BigQuery and Cloud Storage, and use the SQL join operation to analyze the data.
B) Create a Dataproc cluster, and write a PySpark job to join the data from BigQuery to the files in Cloud Storage.
C) Use the bq load command to load the Parquet files into BigQuery, and perform SQL joins to analyze the data.
D) Create external tables over the files in Cloud Storage, and perform SQL joins to tables in BigQuery to analyze the data.
2. You manage a Cloud Storage bucket that stores temporary files created during data processing. These temporary files are only needed for seven days, after which they are no longer needed. To reduce storage costs and keep your bucket organized, you want to automatically delete these files once they are older than seven days. What should you do?
A) Create a Cloud Run function that runs daily and deletes files older than seven days.
B) Set up a Cloud Scheduler job that invokes a weekly Cloud Run function to delete files older than seven days.
C) Configure a Cloud Storage lifecycle rule that automatically deletes objects older than seven days.
D) Develop a batch process using Dataflow that runs weekly and deletes files based on their age.
3. 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) Use the gcloud storage command to transfer the data over the internet.
B) Use Cloud Client Libraries to transfer the data over the internet.
C) Compress the data, upload it to multiple cloud storage providers, and then transfer the data to CloudStorage.
D) Request a Transfer Appliance, copy the data to the appliance, and ship it back to Google.
4. You manage data at an ecommerce company. You have a Dataflow pipeline that processes order data from Pub/Sub, enriches the data with product information from Bigtable, and writes the processed data to BigQuery for analysis. The pipeline runs continuously and processes thousands of orders every minute. You need to monitor the pipeline's performance and be alerted if errors occur. What should you do?
A) Use Cloud Logging to view the pipeline logs and check for errors. Set up alerts based on specific keywords in the logs.
B) Use Cloud Monitoring to track key metrics. Create alerting policies in Cloud Monitoring to trigger notifications when metrics exceed thresholds or when errors occur.
C) Use BigQuery to analyze the processed data in Cloud Storage and identify anomalies or inconsistencies. Set up scheduled alerts based when anomalies or inconsistencies occur.
D) Use the Dataflow job monitoring interface to visually inspect the pipeline graph, check for errors, and configure notifications when critical errors occur.
5. You are a data analyst working with sensitive customer data in BigQuery. You need to ensure that only authorized personnel within your organization can query this data, while following the principle of least privilege. What should you do?
A) Encrypt the data by using customer-managed encryption keys (CMEK).
B) Update dataset privileges by using the SQL GRANT statement.
C) Export the data to Cloud Storage, and use signed URLs to authorize access.
D) Enable access control by using IAM roles.
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: C | Question # 3 Answer: D | Question # 4 Answer: B | Question # 5 Answer: D |


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