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| Section | Weight | Objectives |
|---|
| Topic 1: 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. Use BigQuery, Dataflow, Pub/Sub, Dataproc and related services
- 2. Implement batch processing systems
- 3. Implement streaming data systems
|
| Topic 2: 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. Optimize storage and compute usage
- 2. Control operational costs
- 3. Tune query and pipeline performance
|
| Topic 3: Designing data processing systems | 22%-27% | - Designing for data ingestion
- 1. Design batch and streaming ingestion solutions
- 2. Design scalable and reliable ingestion architecture
- 3. Select appropriate storage systems
- Designing data pipelines
- 1. Design orchestration workflows
- 2. Build ETL and ELT pipelines
- 3. Optimize pipeline performance and cost
|
| Topic 4: Ensuring solution quality | 20%-25% | - Data quality management
- 1. Maintain metadata and lineage
- 2. Implement data governance
- 3. Validate and clean data
- Security and compliance
- 1. Manage IAM and access control
- 2. Implement encryption and compliance controls
- 3. Protect sensitive data
|
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Google Data Engineer Sample Questions (Q69-Q74):
NEW QUESTION # 69
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. BigQuery and Cloud Storage
- B. Cloud Bigtable and Cloud SQL
- C. BigQuery and Cloud Bigtable
- D. Cloud Datastore and Cloud Bigtable
Answer: C
NEW QUESTION # 70
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. Use the tagging and confidence levels to either pass or quarantine the data in a bucket for review.
- B. Create an authorized view in BigQuery to restrict access to tables with sensitive data.
- C. Use Stackdriver logging to analyze the data passed through the total pipeline to identify transactions that may contain sensitive information.
- D. Build a Cloud Function that reads the topics and makes a call to the Cloud Data Loss Prevention AP
- E. Install a third-party data validation tool on Compute Engine virtual machines to check the incoming data for sensitive information.
Answer: B
NEW QUESTION # 71
Flowlogistic's management has determined that the current Apache Kafka servers cannot handle the data volume for their real-time inventory tracking system. You need to build a new system on Google Cloud Platform (GCP) that will feed the proprietary tracking software. The system must be able to ingest data from a variety of global sources, process and query in real-time, and store the data reliably. Which combination of GCP products should you choose?
- A. Cloud Pub/Sub, Cloud Dataflow, and Local SSD
- B. Cloud Pub/Sub, Cloud SQL, and Cloud Storage
- C. Cloud Load Balancing, Cloud Dataflow, and Cloud Storage
- D. Cloud Pub/Sub, Cloud Dataflow, and Cloud Storage
Answer: B
NEW QUESTION # 72
What are all of the BigQuery operations that Google charges for?
- A. Storage, queries, and exporting data
- B. Queries and streaming inserts
- C. Storage, queries, and loading data from a file
- D. Storage, queries, and streaming inserts
Answer: D
Explanation:
Google charges for storage, queries, and streaming inserts. Loading data from a file and exporting data are free operations.
Reference: https://cloud.google.com/bigquery/pricing
NEW QUESTION # 73
By default, which of the following windowing behavior does Dataflow apply to unbounded data sets?
- A. Windows at every 10 minutes
- B. Windows at every 100 MB of data
- C. Windows at every 1 minute
- D. Single, Global Window
Answer: D
Explanation:
Dataflow's default windowing behavior is to assign all elements of a PCollection to a single, global window, even for unbounded PCollections Reference: https://cloud.google.com/dataflow/model/pcollection
NEW QUESTION # 74
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