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Google GCP-DE Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|
| Topic 1: Storing and managing data | 20% | - Optimizing storage performance and cost
- 1. Implementing cost optimization strategies
- 2. Configuring storage for access patterns
- Implementing storage solutions
- 1. Managing data lifecycle and retention
- 2. Designing data warehouses and data lakes
- 3. Using data storage services appropriately
|
| Topic 2: Preparing data for analysis and machine learning | 13% | - Enabling data analysis
- 1. Implementing data sharing and governance
- 2. Optimizing query performance
- 3. Preparing datasets for querying and reporting
- Preparing data for ML
- 1. Feature engineering and data preparation
- 2. Supporting model training and serving
|
| Topic 3: 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. Implementing ingestion mechanisms
- 2. Developing batch and streaming workflows
- 3. Handling data quality and consistency
|
| Topic 4: Maintaining and automating data workloads | 18% | - Automation and optimization
- 1. Optimizing resource usage and costs
- 2. Automating deployment and management
- Operationalizing workloads
- 1. Ensuring reliability and recoverability
- 2. Orchestrating and scheduling jobs
- 3. Monitoring and troubleshooting pipelines
|
| Topic 5: Designing data processing systems | 24% | - Designing data pipelines
- 1. Defining architecture for batch and streaming processing
- 2. Planning for data migration and integration
- 3. Designing for data transformation and enrichment
- Planning data solutions
- 1. Designing for reliability, scalability, and efficiency
- 2. Selecting appropriate storage solutions
- 3. Planning for data security and compliance
|
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최신 Google Cloud Certified GCP-DE 무료샘플문제 (Q30-Q35):
질문 # 30
Which of the following is NOT one of the three main types of triggers that Dataflow supports?
- A. Trigger that is a combination of other triggers
- B. Trigger based on time
- C. Trigger based on element size in bytes
- D. Trigger based on element count
정답:C
설명:
There are three major kinds of triggers that Dataflow supports: 1. Time-based triggers 2. Data-driven triggers. You can set a trigger to emit results from a window when that window has received a certain number of data elements. 3. Composite triggers. These triggers combine multiple time-based or data-driven triggers in some logical way Reference: https://cloud.google.com/dataflow/model/triggers
질문 # 31
You are building a model to predict whether or not it will rain on a given day. You have thousands of input features and want to see if you can improve training speed by removing some features while having a minimum effect on model accuracy. What can you do?
- A. Remove the features that have null values for more than 50% of the training records.
- B. Instead of feeding in each feature individually, average their values in batches of 3.
- C. Eliminate features that are highly correlated to the output labels.
- D. Combine highly co-dependent features into one representative feature.
정답:D
질문 # 32
Which is not a valid reason for poor Cloud Bigtable performance?
- A. There are issues with the network connection.
- B. The table's schema is not designed correctly.
- C. The workload isn't appropriate for Cloud Bigtable.
- D. The Cloud Bigtable cluster has too many nodes.
정답:D
설명:
The Cloud Bigtable cluster doesn't have enough nodes. If your Cloud Bigtable cluster is overloaded, adding more nodes can improve performance. Use the monitoring tools to check whether the cluster is overloaded.
Reference: https://cloud.google.com/bigtable/docs/performance
질문 # 33
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. Convert the sharded tables into a single partitioned table
- B. Convert all daily log tables into date-partitioned tables
- C. Create separate views to cover each month, and query from these views
- D. Enable query caching so you can cache data from previous months
정답:B
질문 # 34
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 CPU utilization for the cluste
- B. Use Cloud Dataflow to run your transformation
- C. Use the default autoscaling setting for worker instances.
- D. Use Cloud Dataproc to run your transformation
- E. Locate the bottleneck and adjust cluster resources.
- F. Resize the number of worker nodes in your cluster via the command line.
- G. Use Cloud Dataproc to run your transformation
- H. Monitor the job system lag with Stackdrive
- I. Use the diagnose command to generate an operational output archiv
- J. Configure the job to use non-default Compute Engine machine types when needed.
- K. Monitor the total execution time for a sampling of job
- L. Use Cloud Dataflow to run your transformation
정답:A
질문 # 35
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