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| Section | Weight | Objectives |
|---|
| Topic 1: Data Analysis and Presentation | 27% | - Data visualization
- 1. Looker / Looker Studio reporting
- Querying and analyzing data
- 1. Data aggregation and transformation
- 2. BigQuery SQL usage
|
| Topic 2: Data Preparation and Ingestion | 30% | - Data ingestion into Google Cloud services
- 1. Streaming ingestion with Pub/Sub concepts
- 2. Cloud Storage ingestion patterns
|
| Topic 3: Data Management | 25% | - Storage and data organization
- 1. BigQuery datasets and tables management
- 2. Cloud Storage lifecycle policies
- Data governance and security
- 1. Data lifecycle management
- 2. IAM and access control
|
| Topic 4: Data Pipeline Orchestration | 18% | - Pipeline design and automation
- 1. Workflow orchestration concepts (e.g., Cloud Composer)
- 2. Dataflow pipelines
|
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Google Associate Data Practitioner Sample Questions (Q58-Q63):
NEW QUESTION # 58
Your organization has a BigQuery dataset that contains sensitive employee information such as salaries and performance reviews. The payroll specialist in the HR department needs to have continuous access to aggregated performance data, but they do not need continuous access to other sensitive dat a. You need to grant the payroll specialist access to the performance data without granting them access to the entire dataset using the simplest and most secure approach. What should you do?
- A. Use authorized views to share query results with the payroll specialist.
- B. Create a SQL query with the aggregated performance data. Export the results to an Avro file in a Cloud Storage bucket. Share the bucket with the payroll specialist.
- C. Create row-level and column-level permissions and policies on the table that contains performance data in the dataset. Provide the payroll specialist with the appropriate permission set.
- D. Create a table with the aggregated performance data. Use table-level permissions to grant access to the payroll specialist.
Answer: A
NEW QUESTION # 59
Your company is building a near real-time streaming pipeline to process JSON telemetry data from small appliances. You need to process messages arriving at a Pub/Sub topic, capitalize letters in the serial number field, and write results to BigQuery. You want to use a managed service and write a minimal amount of code for underlying transformations. What should you do?
- A. Use the "Pub/Sub to BigQuery" Dataflow template with a UDF, and write the results to BigQuery.
- B. Use a Pub/Sub to Cloud Storage subscription, write a Cloud Run service that is triggered when objects arrive in the bucket, performs the transformations, and writes the results to BigQuery.
- C. Use a Pub/Sub push subscription, write a Cloud Run service that accepts the messages, performs the transformations, and writes the results to BigQuery.
- D. Use a Pub/Sub to BigQuery subscription, write results directly to BigQuery, and schedule a transformation query to run every five minutes.
Answer: A
NEW QUESTION # 60
You need to create a data pipeline that streams event information from applications in multiple Google Cloud regions into BigQuery for near real-time analysis. The data requires transformation before loading. You want to create the pipeline using a visual interface. What should you do?
- A. Push event information to a Pub/Sub topic. Create a Cloud Run function to subscribe to the Pub/Sub topic, apply transformations, and insert the data into BigQuery.
- B. Push event information to a Pub/Sub topic. Create a Dataflow job using the Dataflow job builder.
- C. Push event information to a Pub/Sub topic. Create a BigQuery subscription in Pub/Sub.
- D. Push event information to Cloud Storage, and create an external table in BigQuery. Create a BigQuery scheduled job that executes once each day to apply transformations.
Answer: B
NEW QUESTION # 61
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 Compute Engine.
- B. Migrate the Spark jobs to Dataproc on Google Kubernetes 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 # 62
You need to design a data pipeline that ingests data from CSV, Avro, and Parquet files into Cloud Storage.
The data includes raw user input. You need to remove all malicious SQL injections before storing the data in BigQuery. Which data manipulation methodology should you choose?
Answer: B
NEW QUESTION # 63
......
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