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| Section | Weight | Objectives |
|---|
| Topic 1: Building and operationalizing data processing systems | 28%-33% | - Building data processing systems
- 1. Implement streaming data systems
- 2. Use BigQuery, Dataflow, Pub/Sub, Dataproc and related services
- 3. Implement batch processing systems
- Operationalizing systems
- 1. Manage logging and alerting
- 2. Implement fault tolerance and recovery
- 3. Monitor data pipelines and workloads
|
| Topic 2: Designing data processing systems | 22%-27% | - Designing for data ingestion
- 1. Select appropriate storage systems
- 2. Design scalable and reliable ingestion architecture
- 3. Design batch and streaming ingestion solutions
- Designing data pipelines
- 1. Optimize pipeline performance and cost
- 2. Build ETL and ELT pipelines
- 3. Design orchestration workflows
|
| Topic 3: Managing and optimizing solutions | 20%-25% | - Managing resources and costs
- 1. Control operational costs
- 2. Optimize storage and compute usage
- 3. Tune query and pipeline performance
- Reliability and scalability
- 1. Design highly available systems
- 2. Scale data workloads efficiently
- 3. Implement disaster recovery strategies
|
| Topic 4: Ensuring solution quality | 20%-25% | - Security and compliance
- 1. Protect sensitive data
- 2. Manage IAM and access control
- 3. Implement encryption and compliance controls
- Data quality management
- 1. Validate and clean data
- 2. Implement data governance
- 3. Maintain metadata and lineage
|
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Google Data Engineer Sample Questions (Q15-Q20):
NEW QUESTION # 15
Suppose you have a table that includes a nested column called "city" inside a column called "person", but when you try to submit the following query in BigQuery, it gives you an error.
SELECT person FROM `project1.example.table1` WHERE city = "London"
How would you correct the error?
- A. Add ", UNNEST(city)" before the WHERE clause.
- B. Change "person" to "city.person".
- C. Add ", UNNEST(person)" before the WHERE clause.
- D. Change "person" to "person.city".
Answer: C
Explanation:
To access the person.city column, you need to "UNNEST(person)" and JOIN it to table1 using a comma. Reference:
https://cloud.google.com/bigquery/docs/reference/standard-sql/migrating-from-legacy-sql#nested_repeated_resu
NEW QUESTION # 16
You are developing a software application using Google's Dataflow SDK, and want to use conditional, for loops and other complex programming structures to create a branching pipeline. Which component will be used for the data processing operation?
- A. Sink API
- B. Transform
- C. Pipeline
- D. PCollection
Answer: B
Explanation:
In Google Cloud, the Dataflow SDK provides a transform component. It is responsible for the data processing operation. You can use conditional, for loops, and other complex programming structure to create a branching pipeline.
Reference: https://cloud.google.com/dataflow/model/programming-model
NEW QUESTION # 17
You architect a system to analyze seismic dat
a. Your extract, transform, and load (ETL) process runs as a series of MapReduce jobs on an Apache Hadoop cluster. The ETL process takes days to process a data set because some steps are computationally expensive. Then you discover that a sensor calibration step has been omitted. How should you change your ETL process to carry out sensor calibration systematically in the future?
- A. Introduce a new MapReduce job to apply sensor calibration to raw data, and ensure all other MapReduce jobs are chained after this.
- B. Add sensor calibration data to the output of the ETL process, and document that all users need to apply sensor calibration themselves.
- C. Develop an algorithm through simulation to predict variance of data output from the last MapReduce job based on calibration factors, and apply the correction to all data.
- D. Modify the transformMapReduce jobs to apply sensor calibration before they do anything else.
Answer: D
NEW QUESTION # 18
Your company maintains a hybrid deployment with GCP, where analytics are performed on your anonymized customer dat a. The data are imported to Cloud Storage from your data center through parallel uploads to a data transfer server running on GCP. Management informs you that the daily transfers take too long and have asked you to fix the problem. You want to maximize transfer speeds. Which action should you take?
- A. Increase your network bandwidth from your datacenter to GCP.
- B. Increase your network bandwidth from Compute Engine to Cloud Storage.
- C. Increase the size of the Google Persistent Disk on your server.
- D. Increase the CPU size on your server.
Answer: A
NEW QUESTION # 19
When using Cloud Dataproc clusters, you can access the YARN web interface by configuring a browser to connect through a proxy.
- A. VPN
- B. HTTPS
- C. SOCKS
- D. HTTP
Answer: C
Explanation:
When using Cloud Dataproc clusters, configure your browser to use the SOCKS proxy. The SOCKS proxy routes data intended for the Cloud Dataproc cluster through an SSH tunnel.
Reference: https://cloud.google.com/dataproc/docs/concepts/cluster-web-interfaces#interfaces
NEW QUESTION # 20
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