GCP-DE Exam Simulation: Data Engineer & GCP-DE Study Guide Materials

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| Section | Weight | Objectives |
|---|
| Designing data processing systems | 24% | - Planning data solutions
- 1. Designing for reliability, scalability, and efficiency
- 2. Planning for data security and compliance
- 3. Selecting appropriate storage solutions
- Designing data pipelines
- 1. Planning for data migration and integration
- 2. Designing for data transformation and enrichment
- 3. Defining architecture for batch and streaming processing
|
| Preparing data for analysis and machine learning | 13% | - Preparing data for ML
- 1. Supporting model training and serving
- 2. Feature engineering and data preparation
- Enabling data analysis
- 1. Implementing data sharing and governance
- 2. Preparing datasets for querying and reporting
- 3. Optimizing query performance
|
| Ingesting and processing data | 25% | - Transforming data
- 1. Applying data processing logic
- 2. Optimizing transformations for performance
- 3. Managing schema evolution
- Building data pipelines
- 1. Handling data quality and consistency
- 2. Implementing ingestion mechanisms
- 3. Developing batch and streaming workflows
|
| Storing and managing data | 20% | - Optimizing storage performance and cost
- 1. Configuring storage for access patterns
- 2. Implementing cost optimization strategies
- Implementing storage solutions
- 1. Managing data lifecycle and retention
- 2. Using data storage services appropriately
- 3. Designing data warehouses and data lakes
|
| Maintaining and automating data workloads | 18% | - Operationalizing workloads
- 1. Ensuring reliability and recoverability
- 2. Monitoring and troubleshooting pipelines
- 3. Orchestrating and scheduling jobs
- Automation and optimization
- 1. Optimizing resource usage and costs
- 2. Automating deployment and management
|
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Google Data Engineer Sample Questions (Q55-Q60):
NEW QUESTION # 55
Which of the following is NOT true about Dataflow pipelines?
- A. Dataflow pipelines can be programmed in Java
- B. Dataflow pipelines use a unified programming model, so can work both with streaming and batch data sources
- C. Dataflow pipelines can consume data from other Google Cloud services
- D. Dataflow pipelines are tied to Dataflow, and cannot be run on any other runner
Answer: D
Explanation:
Dataflow pipelines can also run on alternate runtimes like Spark and Flink, as they are built using the Apache Beam SDKs Reference: https://cloud.google.com/dataflow/
NEW QUESTION # 56
Which of these is not a supported method of putting data into a partitioned table?
- A. If you have existing data in a separate file for each day, then create a partitioned table and upload each file into the appropriate partition.
- B. Run a query to get the records for a specific day from an existing table and for the destination table, specify a partitioned table ending with the day in the format "$YYYYMMDD".
- C. Create a partitioned table and stream new records to it every day.
- D. Use ORDER BY to put a table's rows into chronological order and then change the table's type to "Partitioned".
Answer: D
Explanation:
You cannot change an existing table into a partitioned table. You must create a partitioned table from scratch. Then you can either stream data into it every day and the data will automatically be put in the right partition, or you can load data into a specific partition by using "$YYYYMMDD" at the end of the table name. Reference: https://cloud.google.com/bigquery/docs/partitioned-tables
NEW QUESTION # 57
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. 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.
- B. Introduce a new MapReduce job to apply sensor calibration to raw data, and ensure all other MapReduce jobs are chained after this.
- C. Modify the transformMapReduce jobs to apply sensor calibration before they do anything else.
- D. Add sensor calibration data to the output of the ETL process, and document that all users need to apply sensor calibration themselves.
Answer: C
NEW QUESTION # 58
What Dataflow concept determines when a Window's contents should be output based on certain criteria being met?
- A. Windows
- B. Triggers
- C. Sessions
- D. OutputCriteria
Answer: B
Explanation:
Triggers control when the elements for a specific key and window are output. As elements arrive, they are put into one or more windows by a Window transform and its associated WindowFn, and then passed to the associated Trigger to determine if the Windows contents should be output.
Reference:
https://cloud.google.com/dataflow/java-sdk/JavaDoc/com/google/cloud/dataflow/sdk/transforms/windowing/Tri
NEW QUESTION # 59
You are a retailer that wants to integrate your online sales capabilities with different in-home assistants, such as Google Home. You need to interpret customer voice commands and issue an order to the backend systems. Which solutions should you choose?
- A. Cloud AutoML Natural Language
- B. Dialogflow Enterprise Edition
- C. Cloud Natural Language API
- D. Cloud Speech-to-Text API
Answer: A
NEW QUESTION # 60
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