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| Section | Weight | Objectives |
|---|
| Topic 1: Managing and optimizing solutions | 20%-25% | - Reliability and scalability
- 1. Scale data workloads efficiently
- 2. Design highly available systems
- 3. Implement disaster recovery strategies
- Managing resources and costs
- 1. Tune query and pipeline performance
- 2. Control operational costs
- 3. Optimize storage and compute usage
|
| Topic 2: Designing data processing systems | 22%-27% | - Designing data pipelines
- 1. Build ETL and ELT pipelines
- 2. Optimize pipeline performance and cost
- 3. Design orchestration workflows
- Designing for data ingestion
- 1. Design scalable and reliable ingestion architecture
- 2. Select appropriate storage systems
- 3. Design batch and streaming ingestion solutions
|
| Topic 3: Building and operationalizing data processing systems | 28%-33% | - Operationalizing systems
- 1. Manage logging and alerting
- 2. Monitor data pipelines and workloads
- 3. Implement fault tolerance and recovery
- Building data processing systems
- 1. Use BigQuery, Dataflow, Pub/Sub, Dataproc and related services
- 2. Implement streaming data systems
- 3. Implement batch processing systems
|
| Topic 4: Ensuring solution quality | 20%-25% | - Data quality management
- 1. Maintain metadata and lineage
- 2. Validate and clean data
- 3. Implement data governance
- Security and compliance
- 1. Implement encryption and compliance controls
- 2. Manage IAM and access control
- 3. Protect sensitive data
|
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Google Data Engineer Sample Questions (Q65-Q70):
NEW QUESTION # 65
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. Modify your Cloud Dataflow pipeline to use the Flatten transform before writing to Cloud Bigtable
- B. Configure your Cloud Dataflow pipeline to use local execution
- C. Modify your Cloud Dataflow pipeline to use the CoGroupByKey transform before writing to Cloud Bigtable
- D. Increase the number of nodes in the Cloud Bigtable cluster
- E. Increase the maximum number of Cloud Dataflow workers by setting maxNumWorkers in PipelineOptions
Answer: A,C
NEW QUESTION # 66
Which Google Cloud Platform service is an alternative to Hadoop with Hive?
- A. Cloud Bigtable
- B. Cloud Datastore
- C. Cloud Dataflow
- D. BigQuery
Answer: D
Explanation:
Apache Hive is a data warehouse software project built on top of Apache Hadoop for providing data summarization, query, and analysis. Google BigQuery is an enterprise data warehouse. Reference: https://en.wikipedia.org/wiki/Apache_Hive
NEW QUESTION # 67
You are selecting services to write and transform JSON messages from Cloud Pub/Sub to BigQuery for a data pipeline on Google Cloud. You want to minimize service costs. You also want to monitor and accommodate input data volume that will vary in size with minimal manual intervention. What should you do?
- A. Monitor the total execution time for a sampling of job
- B. Use Cloud Dataproc to run your transformation
- C. Resize the number of worker nodes in your cluster via the command line.
- D. Monitor CPU utilization for the cluste
- E. Locate the bottleneck and adjust cluster resources.
- F. Use the diagnose command to generate an operational output archiv
- G. Use Cloud Dataproc to run your transformation
- H. Configure the job to use non-default Compute Engine machine types when needed.
- I. Use the default autoscaling setting for worker instances.
- J. Monitor the job system lag with Stackdrive
- K. Use Cloud Dataflow to run your transformation
- L. Use Cloud Dataflow to run your transformation
Answer: D
NEW QUESTION # 68
You work for an economic consulting firm that helps companies identify economic trends as they happen. As part of your analysis, you use Google BigQuery to correlate customer data with the average prices of the 100 most common goods sold, including bread, gasoline, milk, and others. The average prices of these goods are updated every 30 minutes. You want to make sure this data stays up to date so you can combine it with other data in BigQuery as cheaply as possible. What should you do?
- A. Load the data every 30 minutes into a new partitioned table in BigQuery.
- B. Use Cloud Dataflow to query BigQuery and combine the data programmatically with the data stored in Google Cloud Storage.
- C. Use Google Cloud Dataflow to query BigQuery and combine the data programmatically with the data stored in Cloud Datastore
- D. Store the data in a file in a regional Google Cloud Storage bucke
- E. Store and update the data in a regional Google Cloud Storage bucket and create a federated data source in BigQuery
- F. Store the data in Google Cloud Datastor
Answer: A
NEW QUESTION # 69
What is the general recommendation when designing your row keys for a Cloud Bigtable schema?
- A. Keep your row key reasonably short
- B. Include multiple time series values within the row key
- C. Keep the row keep as an 8 bit integer
- D. Keep your row key as long as the field permits
Answer: A
Explanation:
A general guide is to, keep your row keys reasonably short. Long row keys take up additional memory and storage and increase the time it takes to get responses from the Cloud Bigtable server.
Reference: https://cloud.google.com/bigtable/docs/schema-design#row-keys
NEW QUESTION # 70
......
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