Exam ADP Demo - ADP Learning Materials

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| Section | Weight | Objectives |
|---|
| Data Analysis and Presentation | 27% | - Data visualization
- 1. Looker / Looker Studio reporting
- Querying and analyzing data
- 1. BigQuery SQL usage
- 2. Data aggregation and transformation
|
| Data Management | 25% | - Storage and data organization
- 1. Cloud Storage lifecycle policies
- 2. BigQuery datasets and tables management
- Data governance and security
- 1. IAM and access control
- 2. Data lifecycle management
|
| Data Pipeline Orchestration | 18% | - Pipeline design and automation
- 1. Workflow orchestration concepts (e.g., Cloud Composer)
- 2. Dataflow pipelines
|
| Data Preparation and Ingestion | 30% | - Data ingestion into Google Cloud services
- 1. Streaming ingestion with Pub/Sub concepts
- 2. Cloud Storage ingestion patterns
|
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Quiz Accurate Google - ADP - Exam Associate Data Practitioner Demo
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Google Associate Data Practitioner Sample Questions (Q12-Q17):
NEW QUESTION # 12
Your organization is conducting analysis on regional sales metrics. Data from each regional sales team is stored as separate tables in BigQuery and updated monthly. You need to create a solution that identifies the top three regions with the highest monthly sales for the next three months. You want the solution to automatically provide up-to-date results. What should you do?
- A. Create a BigQuery materialized view that performs a cross join across all of the regional sales tables. Use the row_number() window function to query the new materialized view.
- B. Create a BigQuery table that performs a union across all of the regional sales tables. Use the row_number() window function to query the new table.
- C. Create a BigQuery materialized view that performs a union across all of the regional sales tables. Use the rank() window function to query the new materialized view.
- D. Create a BigQuery table that performs a cross join across all of the regional sales tables. Use the rank() window function to query the new table.
Answer: C
NEW QUESTION # 13
You have a Dataproc cluster that performs batch processing on data stored in Cloud Storage. You need to schedule a daily Spark job to generate a report that will be emailed to stakeholders. You need a fully-managed solution that is easy to implement and minimizes complexity. What should you do?
- A. Use Cloud Composer to orchestrate the Spark job and email the report.
- B. Use Dataproc workflow templates to define and schedule the Spark job, and to email the report.
- C. Use Cloud Run functions to trigger the Spark job and email the report.
- D. Use Cloud Scheduler to trigger the Spark job. and use Cloud Run functions to email the report.
Answer: B
NEW QUESTION # 14
Your company stores historical data in Cloud Storage. You need to ensure that all data is saved in a bucket for at least three years. What should you do?
- A. Set a bucket retention policy.
- B. Set temporary object holds.
- C. Enable Object Versioning.
- D. Change the bucket storage class to Archive.
Answer: A
NEW QUESTION # 15
You are storing data in Cloud Storage for a machine learning project. The data is frequently accessed during the model training phase, minimally accessed after 30 days, and unlikely to be accessed after 90 days. You need to choose the appropriate storage class for the different stages of the project to minimize cost. What should you do?
- A. Store the data in Nearline storage during the model training phase. Transition the data to Coldline storage 30 days after model deployment, and to Archive storage 90 days after model deployment.
- B. Store the data in Standard storage during the model training phase. Transition the data to Nearline storage 30 days after model deployment, and to Coldline storage 90 days after model deployment.
- C. Store the data in Nearline storage during the model training phase. Transition the data to Archive storage 30 days after model deployment, and to Coldline storage 90 days after model deployment.
- D. Store the data in Standard storage during the model training phase. Transition the data to Durable Reduced Availability (DRA) storage 30 days after model deployment, and to Coldline storage 90 days after model deployment.
Answer: B
NEW QUESTION # 16
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. Migrate the Spark jobs to Dataproc on Google Kubernetes Engine.
- B. Migrate the Spark jobs to Dataproc on Compute Engine.
- C. Configure a Google Kubernetes Engine cluster with Spark operators, and deploy the Spark jobs.
- D. Migrate the Spark jobs to Dataproc Serverless.
Answer: D
NEW QUESTION # 17
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