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| Section | Weight | Objectives |
|---|
| Managing and optimizing solutions | 20%-25% | - Reliability and scalability
- 1. Scale data workloads efficiently
- 2. Implement disaster recovery strategies
- 3. Design highly available systems
- Managing resources and costs
- 1. Tune query and pipeline performance
- 2. Control operational costs
- 3. Optimize storage and compute usage
|
| Ensuring solution quality | 20%-25% | - Security and compliance
- 1. Manage IAM and access control
- 2. Implement encryption and compliance controls
- 3. Protect sensitive data
- Data quality management
- 1. Validate and clean data
- 2. Maintain metadata and lineage
- 3. Implement data governance
|
| Designing data processing systems | 22%-27% | - Designing for data ingestion
- 1. Design scalable and reliable ingestion architecture
- 2. Design batch and streaming ingestion solutions
- 3. Select appropriate storage systems
- Designing data pipelines
- 1. Optimize pipeline performance and cost
- 2. Build ETL and ELT pipelines
- 3. Design orchestration workflows
|
| Building and operationalizing data processing systems | 28%-33% | - Building data processing systems
- 1. Implement streaming data systems
- 2. Implement batch processing systems
- 3. Use BigQuery, Dataflow, Pub/Sub, Dataproc and related services
- Operationalizing systems
- 1. Implement fault tolerance and recovery
- 2. Manage logging and alerting
- 3. Monitor data pipelines and workloads
|
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Google Data Engineer Sample Questions (Q39-Q44):
NEW QUESTION # 39
You want to migrate an on-premises Hadoop system to Cloud Dataproc. Hive is the primary tool in use, and the data format is Optimized Row Columnar (ORC). All ORC files have been successfully copied to a Cloud Storage bucket. You need to replicate some data to the cluster's local Hadoop Distributed File System (HDFS) to maximize performance. What are two ways to start using Hive in Cloud Dataproc? (Choose two.)
- A. Leverage Cloud Storage connector for Hadoop to mount the ORC files as external Hive table
- B. Mount the Hive tables locally.
- C. Mount the Hive tables from HDFS.
- D. Load the ORC files into BigQuer
- E. Then run the Hadoop utility to copy them do HDF
- F. Run the gsutil utility to transfer all ORC files from the Cloud Storage bucket to HDF
- G. Mount the Hive tables locally.
- H. Replicate external Hive tables to the native ones.
- I. Run the gsutil utility to transfer all ORC files from the Cloud Storage bucket to the master node of the Dataproc cluste
- J. Replicate external Hive tables to the native ones.
- K. Run the gsutil utility to transfer all ORC files from the Cloud Storage bucket to any node of the Dataproc cluste
- L. Leverage BigQuery connector for Hadoop to mount the BigQuery tables as external Hive table
Answer: G,K
NEW QUESTION # 40
MJTelco needs you to create a schema in Google Bigtable that will allow for the historical analysis of the last 2 years of records. Each record that comes in is sent every 15 minutes, and contains a unique identifier of the device and a data record. The most common query is for all the data for a given device for a given day. Which schema should you use?
- A. Rowkey: dateColumn data: device_id, data_point
- B. Rowkey: date#device_idColumn data: data_point
- C. Rowkey: date#data_pointColumn data: device_id
- D. Rowkey: device_idColumn data: date, data_point
- E. Rowkey: data_pointColumn data: device_id, date
Answer: E
NEW QUESTION # 41
You have a data pipeline with a Cloud Dataflow job that aggregates and writes time series metrics to Cloud Bigtable. This data feeds a dashboard used by thousands of users across the organization. You need to support additional concurrent users and reduce the amount of time required to write the dat a. Which two actions should you take? (Choose two.)
- A. Configure your Cloud Dataflow pipeline to use local execution
- B. Increase the maximum number of Cloud Dataflow workers by setting maxNumWorkers in PipelineOptions
- C. Increase the number of nodes in the Cloud Bigtable cluster
- D. Modify your Cloud Dataflow pipeline to use the CoGroupByKey transform before writing to Cloud Bigtable
- E. Modify your Cloud Dataflow pipeline to use the Flatten transform before writing to Cloud Bigtable
Answer: D,E
NEW QUESTION # 42
You work for a shipping company that uses handheld scanners to read shipping labels. Your company has strict data privacy standards that require scanners to only transmit recipients' personally identifiable information (PII) to analytics systems, which violates user privacy rules. You want to quickly build a scalable solution using cloud-native managed services to prevent exposure of PII to the analytics systems. What should you do?
- A. Install a third-party data validation tool on Compute Engine virtual machines to check the incoming data for sensitive information.
- B. Create an authorized view in BigQuery to restrict access to tables with sensitive data.
- C. Use the tagging and confidence levels to either pass or quarantine the data in a bucket for review.
- D. Use Stackdriver logging to analyze the data passed through the total pipeline to identify transactions that may contain sensitive information.
- E. Build a Cloud Function that reads the topics and makes a call to the Cloud Data Loss Prevention AP
Answer: B
NEW QUESTION # 43
You launched a new gaming app almost three years ago. You have been uploading log files from the previous day to a separate Google BigQuery table with the table name format LOGS_yyyymmdd. You have been using table wildcard functions to generate daily and monthly reports for all time ranges. Recently, you discovered that some queries that cover long date ranges are exceeding the limit of 1,000 tables and failing. How can you resolve this issue?
- A. Enable query caching so you can cache data from previous months
- B. Create separate views to cover each month, and query from these views
- C. Convert the sharded tables into a single partitioned table
- D. Convert all daily log tables into date-partitioned tables
Answer: D
NEW QUESTION # 44
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