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| Section | Weight | Objectives |
|---|
| Data Analysis and Presentation | 27% | - Querying and analyzing data
- 1. BigQuery SQL usage
- 2. Data aggregation and transformation
- Data visualization
- 1. Looker / Looker Studio reporting
|
| Data Preparation and Ingestion | 30% | - Data ingestion into Google Cloud services
- 1. Streaming ingestion with Pub/Sub concepts
- 2. Cloud Storage ingestion patterns
|
| 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. Dataflow pipelines
- 2. Workflow orchestration concepts (e.g., Cloud Composer)
|
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Google Associate Data Practitioner Sample Questions (Q19-Q24):
NEW QUESTION # 19
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 the gcloud storage cp command to copy all files from on- premises to Cloud Storage using the -- daisy-chain option.
- C. Request a Transfer Appliance, copy the data to the appliance, and ship it back to Google Cloud.
- D. Use Storage Transfer Service to configure an agent-based transfer. Set the appropriate bandwidth limit for the agent pool.
Answer: D
NEW QUESTION # 20
You need to create a new data pipeline. You want a serverless solution that meets the following requirements:
* Data is streamed from Pub/Sub and is processed in real-time.
* Data is transformed before being stored.
* Data is stored in a location that will allow it to be analyzed with SQL using Looker.
Which Google Cloud services should you recommend for the pipeline?
- A. Cloud Composer Cloud SQL for MySQL
- B. BigQuery Analytics Hub
- C. Dataflow BigQuery
- D. Dataproc Serverless Bigtable
Answer: C
NEW QUESTION # 21
You are working with a small dataset in Cloud Storage that needs to be transformed and loaded into BigQuery for analysis. The transformation involves simple filtering and aggregation operations. You want to use the most efficient and cost-effective data manipulation approach. What should you do?
- A. Use Dataproc to create an Apache Hadoop cluster, perform the ETL process using Apache Spark, and load the results into BigQuery.
- B. Use BigQuery's SQL capabilities to load the data from Cloud Storage, transform it, and store the results in a new BigQuery table.
- C. Create a Cloud Data Fusion instance and visually design an ETL pipeline that reads data from Cloud Storage, transforms it using built-in transformations, and loads the results into BigQuery.
- D. Use Dataflow to perform the ETL process that reads the data from Cloud Storage, transforms it using Apache Beam, and writes the results to BigQuery.
Answer: B
NEW QUESTION # 22
Following a recent company acquisition, you inherited an on- premises data infrastructure that needs to move to Google Cloud. The acquired system has 250 Apache Airflow directed acyclic graphs (DAGs) orchestrating data pipelines. You need to migrate the pipelines to a Google Cloud managed service with minimal effort. What should you do?
- A. Create a Google Kubernetes Engine (GKE) standard cluster and deploy Airflow as a workload. Migrate all DAGs to the new Airflow environment.
- B. Create a Cloud Data Fusion instance. For each DAG, create a Cloud Data Fusion pipeline.
- C. Convert each DAG to a Cloud Workflow and automate the execution with Cloud Scheduler.
- D. Create a new Cloud Composer environment and copy DAGS to the Cloud Composer dags/folder.
Answer: D
NEW QUESTION # 23
You work for an ecommerce company that has a BigQuery dataset that contains customer purchase history, demographics, and website interactions. You need to build a machine learning (ML) model to predict which customers are most likely to make a purchase in the next month. You have limited engineering resources and need to minimize the ML expertise required for the solution. What should you do?
- A. Use Vertex Al Workbench to develop a custom model for purchase prediction.
- B. Export the data to Cloud Storage, and use AutoML Tables to build a classification model for purchase prediction.
- C. Use BigQuery ML to create a logistic regression model for purchase prediction.
- D. Use Colab Enterprise to develop a custom model for purchase prediction.
Answer: C
NEW QUESTION # 24
......
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