使用完整覆蓋的ADP測試題庫: Associate Data Practitioner高效率地通過您的Google ADP考試

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Google ADP Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|
| Data Analysis and Presentation | 27% | - Business intelligence and decision support
- 1. Answer business questions with data
- 2. Communicate findings effectively
- Data visualization and reporting
- 1. Visualization best practices
- 2. Looker dashboards and reports
- Data exploration and analysis
- 1. Identify trends, patterns, insights
- 2. Jupyter notebooks for analysis
- 3. BigQuery SQL queries
|
| Data Pipeline Orchestration | 18% | - Data transformation concepts
- 1. Data transformation requirements
- 2. ETL vs ELT processes
- Transformation tools selection
- 1. Dataproc, Dataflow, Cloud Data Fusion, Cloud Composer, Dataform
- Pipeline automation and scheduling
- 1. Error handling and monitoring
- 2. Schedule and monitor data jobs
|
| Data Preparation and Ingestion | 30% | - Data formats and classification
- 1. Formats: CSV, JSON, Parquet, Avro, database tables
- 2. Structured, semi-structured, unstructured data
- Data extraction and transfer tools
- 1. Dataflow, BigQuery Data Transfer Service, Database Migration Service
- 2. Cloud Data Fusion, Storage Transfer Service
- Storage solutions selection
- 1. Cloud Storage, BigQuery, Cloud SQL, Firestore, Bigtable, Spanner
- 2. Storage location types: regional, dual-regional, multi-regional, zonal
- Data loading methods
- 1. gcloud, BQ CLI, client libraries
- 2. Batch and streaming ingestion
|
| Data Management and Governance | 25% | - Data quality and maintenance
- 1. Data lifecycle management
- 2. Data validation and cleaning
- Data security and access control
- 1. IAM roles and permissions
- 2. Data encryption and protection
- Compliance and governance
- 1. Data privacy and regulatory requirements
- 2. Data stewardship and cataloging
|
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最新的 Google Cloud Certified ADP 免費考試真題 (Q29-Q34):
問題 #29
Your organization uses scheduled queries to perform transformations on data stored in BigQuery. You discover that one of your scheduled queries has failed. You need to troubleshoot the issue as quickly as possible. What should you do?
- A. Set up a log sink using the gcloud CLI to export BigQuery audit logs to BigQuery. Query those logs to identify the error associated with the failed job I
- B. Navigate to the Logs Explorer page in Cloud Logging. Use filters to find the failed job, and analyze the error details.
- C. Request access from your admin to the BigQuery information_schema. Query the jobs view with the failed job ID, and analyze error details.
- D. Navigate to the Scheduled queries page in the Google Cloud console. Select the failed job, and analyze the error details.
答案:D
問題 #30
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. Use Storage Transfer Service to configure an agent-based transfer. Set the appropriate bandwidth limit for the agent pool.
- D. Request a Transfer Appliance, copy the data to the appliance, and ship it back to Google Cloud.
答案:C
問題 #31
You have created a LookML model and dashboard that shows daily sales metrics for five regional managers to use. You want to ensure that the regional managers can only see sales metrics specific to their region. You need an easy-to-implement solution. What should you do?
- A. Create separate Looker dashboards for each regional manager. Set the default dashboard filter to the corresponding region for each manager.
- B. Add anaccess_filterExplore filter on theregion_namedimension by using thesales_regionuser attribute.
- C. Create five different Explores with thesql_always_filterExplore filter applied on theregion_namedimension. Set eachregion_namevalue to the corresponding region for each manager.
- D. Create asales_regionuser attribute, and assign each manager's region as the value of their user attribute.
答案:D
問題 #32
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 BigQuery's SQL capabilities to load the data from Cloud Storage, transform it, and store the results in a new BigQuery table.
- B. Use Dataproc to create an Apache Hadoop cluster, perform the ETL process using Apache Spark, and load the results into BigQuery.
- 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.
答案:A
問題 #33
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 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.
- C. 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.
- D. Create a table with the aggregated performance data. Use table-level permissions to grant access to the payroll specialist.
答案:A
問題 #34
......
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