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| Section | Weight | Objectives |
|---|
| 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. Handling data quality and consistency
- 3. Developing batch and streaming workflows
|
| Maintaining and automating data workloads | 18% | - Operationalizing workloads
- 1. Monitoring and troubleshooting pipelines
- 2. Ensuring reliability and recoverability
- 3. Orchestrating and scheduling jobs
- Automation and optimization
- 1. Optimizing resource usage and costs
- 2. Automating deployment and management
|
| Designing data processing systems | 24% | - Planning data solutions
- 1. Planning for data security and compliance
- 2. Designing for reliability, scalability, and efficiency
- 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% | - Enabling data analysis
- 1. Implementing data sharing and governance
- 2. Preparing datasets for querying and reporting
- 3. Optimizing query performance
- Preparing data for ML
- 1. Supporting model training and serving
- 2. Feature engineering and data preparation
|
| 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. Designing data warehouses and data lakes
- 2. Managing data lifecycle and retention
- 3. Using data storage services appropriately
|
>> GCP-DE Certification Test Questions <<
GCP-DE Reliable Dumps Files - GCP-DE Trustworthy Practice
The web-based GCP-DE practice test can be taken via any operating system without the need to install additional software. Also, this GCP-DE web-based practice exam is compatible with all browsers. Both Google GCP-DE Practice Tests of PracticeDump keep result of your attempts and assist you in fixing errors. Moreover, you can alter settings of these GCP-DE practice exams to suit your learning requirements.
Google Data Engineer Sample Questions (Q19-Q24):
NEW QUESTION # 19
You have enabled the free integration between Firebase Analytics and Google BigQuery. Firebase now automatically creates a new table daily in BigQuery in the format app_events_YYYYMMDD. You want to query all of the tables for the past 30 days in legacy SQL. What should you do?
- A. Use SELECT IF.(date >= YYYY-MM-DD AND date <= YYYY-MM-DD
- B. Use WHERE date BETWEEN YYYY-MM-DD AND YYYY-MM-DD
- C. Use the WHERE_PARTITIONTIME pseudo column
- D. Use the TABLE_DATE_RANGE function
Answer: D
Explanation:
Reference:
https://cloud.google.com/blog/products/gcp/using-bigquery-and-firebase-analytics-to-understandyour-mobile-ap
NEW QUESTION # 20
When a Cloud Bigtable node fails, is lost.
- A. all data
- B. the last transaction
- C. no data
- D. the time dimension
Answer: C
Explanation:
A Cloud Bigtable table is sharded into blocks of contiguous rows, called tablets, to help balance the workload of queries. Tablets are stored on Colossus, Google's file system, in SSTable format. Each tablet is associated with a specific Cloud Bigtable node.
Data is never stored in Cloud Bigtable nodes themselves; each node has pointers to a set of tablets that are stored on Colossus. As a result:
Rebalancing tablets from one node to another is very fast, because the actual data is not copied. Cloud Bigtable simply updates the pointers for each node.
Recovery from the failure of a Cloud Bigtable node is very fast, because only metadata needs to be migrated to the replacement node.
When a Cloud Bigtable node fails, no data is lost Reference: https://cloud.google.com/bigtable/docs/overview
NEW QUESTION # 21
Which Google Cloud Platform service is an alternative to Hadoop with Hive?
- A. Cloud Datastore
- B. Cloud Dataflow
- C. BigQuery
- D. Cloud Bigtable
Answer: C
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 # 22
You operate an IoT pipeline built around Apache Kafka that normally receives around 5000 messages per second. You want to use Google Cloud Platform to create an alert as soon as the moving average over 1 hour drops below 4000 messages per second. What should you do?
- A. Use Kafka Connect to link your Kafka message queue to Cloud Pub/Su
- B. Use Cloud Scheduler to run a script every five minutes that counts the number of rows created in BigQuery in the last hour
- C. Consume the stream of data in Cloud Dataflow using Kafka I
- D. If that number falls below 4000, send an alert.
- E. Set a fixed time window of 1 hour.Compute the average when the window closes, and send an alert if the average is less than 4000 messages.
- F. Consume the stream of data in Cloud Dataflow using Kafka I
- G. Use Kafka Connect to link your Kafka message queue to Cloud Pub/Su
- H. Use Cloud Scheduler to run a script every hour that counts the number of rows created in Cloud Bigtable in the last hour
- I. If that number falls below 4000, send an alert.
- J. Use a Cloud Dataflow template to write your messages from Cloud Pub/Sub to BigQuer
- K. Set a sliding time window of 1 hour every 5 minute
- L. Compute the average when the window closes, and send an alert if the average is less than 4000 messages.
- M. Use a Cloud Dataflow template to write your messages from Cloud Pub/Sub to Cloud Bigtabl
Answer: L
NEW QUESTION # 23
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. Increase the maximum number of Cloud Dataflow workers by setting maxNumWorkers in PipelineOptions
- 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. Modify your Cloud Dataflow pipeline to use the Flatten transform before writing to Cloud Bigtable
Answer: C,E
NEW QUESTION # 24
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