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| Section | Weight | Objectives |
|---|
| Building and operationalizing data processing systems | 28%-33% | - Operationalizing systems
- 1. Implement fault tolerance and recovery
- 2. Monitor data pipelines and workloads
- 3. Manage logging and alerting
- Building data processing systems
- 1. Implement streaming data systems
- 2. Use BigQuery, Dataflow, Pub/Sub, Dataproc and related services
- 3. Implement batch processing systems
|
| Designing data processing systems | 22%-27% | - Designing data pipelines
- 1. Design orchestration workflows
- 2. Optimize pipeline performance and cost
- 3. Build ETL and ELT pipelines
- Designing for data ingestion
- 1. Select appropriate storage systems
- 2. Design scalable and reliable ingestion architecture
- 3. Design batch and streaming ingestion solutions
|
| Managing and optimizing solutions | 20%-25% | - Reliability and scalability
- 1. Implement disaster recovery strategies
- 2. Scale data workloads efficiently
- 3. Design highly available systems
- Managing resources and costs
- 1. Optimize storage and compute usage
- 2. Control operational costs
- 3. Tune query and pipeline performance
|
| Ensuring solution quality | 20%-25% | - Security and compliance
- 1. Manage IAM and access control
- 2. Protect sensitive data
- 3. Implement encryption and compliance controls
- Data quality management
- 1. Implement data governance
- 2. Maintain metadata and lineage
- 3. Validate and clean data
|
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Google Data Engineer Sample Questions (Q53-Q58):
NEW QUESTION # 53
An online retailer has built their current application on Google App Engine. A new initiative at the company mandates that they extend their application to allow their customers to transact directly via the application.
They need to manage their shopping transactions and analyze combined data from multiple datasets using a business intelligence (BI) tool. They want to use only a single database for this purpose. Which Google Cloud database should they choose?
- A. Cloud Datastore
- B. Cloud BigTable
- C. BigQuery
- D. Cloud SQL
Answer: B
NEW QUESTION # 54
You have a data stored in BigQuery. The data in the BigQuery dataset must be highly available. You need to define a storage, backup, and recovery strategy of this data that minimizes cost. How should you configure the BigQuery table?
- A. Create a scheduled query to make copies of the data to tables suffixed with the time of the backu
- B. Set the BigQuery dataset to be multi-regional
- C. In the event of an emergency, use a point-in-time snapshot to recover the data.
- D. Create a scheduled query to make copies of the data to tables suffixed with the time of the backup
- E. In the event of an emergency, use the backup copy of the table.
- F. In the event of an emergency, use the backup copy of the table.
- G. Set the BigQuery dataset to be regiona
- H. In the event of an emergency, use a point-in-time snapshot to recover the data.
- I. Set the BigQuery dataset to be regiona
- J. Set the BigQuery dataset to be multi-regional
Answer: H
NEW QUESTION # 55
MJTelco is building a custom interface to share dat
a. They have these requirements:
They need to do aggregations over their petabyte-scale datasets.
They need to scan specific time range rows with a very fast response time (milliseconds). Which combination of Google Cloud Platform products should you recommend?
- A. Cloud Bigtable and Cloud SQL
- B. Cloud Datastore and Cloud Bigtable
- C. BigQuery and Cloud Storage
- D. BigQuery and Cloud Bigtable
Answer: D
NEW QUESTION # 56
You work for a large fast food restaurant chain with over 400,000 employees. You store employee information in Google BigQuery in a Users table consisting of a FirstName field and a LastName field. A member of IT is building an application and asks you to modify the schema and data in BigQuery so the application can query a FullName field consisting of the value of the FirstName field concatenated with a space, followed by the value of the LastName field for each employee. How can you make that data available while minimizing cost?
- A. Create a Google Cloud Dataproc job to process the CSV file and output a new CSV file containing the proper values for FirstName, LastName and FullNam G. Run a BigQuery load job to load the new CSV file into BigQuery.
- B. Create a view in BigQuery that concatenates the FirstName and LastName field values to produce the FullName.
- C. Create a Google Cloud Dataflow job that queries BigQuery for the entire Users table, concatenates the FirstName value and LastName value for each user, and loads the proper values for FirstName, LastName, and FullName into a new table in BigQuery.
- D. Use BigQuery to export the data for the table to a CSV fil
- E. Add a new column called FullName to the Users tabl
- F. Run an UPDATE statement that updates the FullName column for each user with the concatenation of the FirstName and LastName values.
Answer: F
NEW QUESTION # 57
All Google Cloud Bigtable client requests go through a front-end server they are sent to a Cloud Bigtable node.
- A. after
- B. only if
- C. before
- D. once
Answer: C
Explanation:
In a Cloud Bigtable architecture all client requests go through a front-end server before they are sent to a Cloud Bigtable node.
The nodes are organized into a Cloud Bigtable cluster, which belongs to a Cloud Bigtable instance, which is a container for the cluster. Each node in the cluster handles a subset of the requests to the cluster.
When additional nodes are added to a cluster, you can increase the number of simultaneous requests that the cluster can handle, as well as the maximum throughput for the entire cluster.
Reference: https://cloud.google.com/bigtable/docs/overview
NEW QUESTION # 58
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