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| Section | Weight | Objectives |
|---|
| Maintaining and automating data workloads | 18% | - Operationalizing workloads
- 1. Orchestrating and scheduling jobs
- 2. Monitoring and troubleshooting pipelines
- 3. Ensuring reliability and recoverability
- Automation and optimization
- 1. Optimizing resource usage and costs
- 2. Automating deployment and management
|
| 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. Using data storage services appropriately
- 2. Designing data warehouses and data lakes
- 3. Managing data lifecycle and retention
|
| 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. Designing for data transformation and enrichment
- 2. Defining architecture for batch and streaming processing
- 3. Planning for data migration and integration
|
| Ingesting and processing data | 25% | - Building data pipelines
- 1. Implementing ingestion mechanisms
- 2. Handling data quality and consistency
- 3. Developing batch and streaming workflows
- Transforming data
- 1. Managing schema evolution
- 2. Optimizing transformations for performance
- 3. Applying data processing logic
|
| Preparing data for analysis and machine learning | 13% | - Enabling data analysis
- 1. Preparing datasets for querying and reporting
- 2. Optimizing query performance
- 3. Implementing data sharing and governance
- Preparing data for ML
- 1. Feature engineering and data preparation
- 2. Supporting model training and serving
|
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Google Data Engineer Sample Questions (Q36-Q41):
NEW QUESTION # 36
You used Cloud Dataprep to create a recipe on a sample of data in a BigQuery table. You want to reuse this recipe on a daily upload of data with the same schema, after the load job with variable execution time completes. What should you do?
- A. Create an App Engine cron job to schedule the execution of the Cloud Dataprep job.
- B. Export the Cloud Dataprep job as a Cloud Dataflow template, and incorporate it into a Cloud Composer job.
- C. Export the recipe as a Cloud Dataprep template, and create a job in Cloud Scheduler.
- D. Create a cron schedule in Cloud Dataprep.
Answer: C
NEW QUESTION # 37
Which row keys are likely to cause a disproportionate number of reads and/or writes on a particular node in a Bigtable cluster (select 2 answers)?
- A. A timestamp followed by a stock symbol
- B. A sequential numeric ID
- C. A non-sequential numeric ID
- D. A stock symbol followed by a timestamp
Answer: A,B
Explanation:
using a timestamp as the first element of a row key can cause a variety of problems.
In brief, when a row key for a time series includes a timestamp, all of your writes will target a single node; fill that node; and then move onto the next node in the cluster, resulting in hotspotting.
Suppose your system assigns a numeric ID to each of your application's users. You might be tempted to use the user's numeric ID as the row key for your table. However, since new users are more likely to be active users, this approach is likely to push most of your traffic to a small number of nodes. [https://cloud.google.com/bigtable/docs/schema-design] Reference:
https://cloud.google.com/bigtable/docs/schema-design-time-series#ensure_that_your_row_key_avoids_hotspotti
NEW QUESTION # 38
What Dataflow concept determines when a Window's contents should be output based on certain criteria being met?
- A. Triggers
- B. Windows
- C. OutputCriteria
- D. Sessions
Answer: A
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 # 39
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. Install a third-party data validation tool on Compute Engine virtual machines to check the incoming data for sensitive information.
- B. Use Stackdriver logging to analyze the data passed through the total pipeline to identify transactions that may contain sensitive information.
- C. Create an authorized view in BigQuery to restrict access to tables with sensitive data.
- D. Build a Cloud Function that reads the topics and makes a call to the Cloud Data Loss Prevention AP
- E. Use the tagging and confidence levels to either pass or quarantine the data in a bucket for review.
Answer: C
NEW QUESTION # 40
You are operating a Cloud Dataflow streaming pipeline. The pipeline aggregates events from a Cloud Pub/Sub subscription source, within a window, and sinks the resulting aggregation to a Cloud Storage bucket. The source has consistent throughput. You want to monitor an alert on behavior of the pipeline with Cloud Stackdriver to ensure that it is processing dat a. Which Stackdriver alerts should you create?
- A. An alert based on an increase of subscription/num_undelivered_messages for the source and a rate of change decrease of instance/storage/used_bytes for the destination
- B. An alert based on an increase of instance/storage/used_bytes for the source and a rate of change decrease of subscription/num_undelivered_messages for the destination
- C. An alert based on a decrease of subscription/num_undelivered_messages for the source and a rate of change increase of instance/storage/used_bytes for the destination
- D. An alert based on a decrease of instance/storage/used_bytes for the source and a rate of change increase of subscription/num_undelivered_messages for the destination
Answer: A
NEW QUESTION # 41
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