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| Section | Weight | Objectives |
|---|
| 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. Designing data warehouses and data lakes
- 2. Using data storage services appropriately
- 3. Managing data lifecycle and retention
|
| Ingesting and processing data | 25% | - Building data pipelines
- 1. Handling data quality and consistency
- 2. Implementing ingestion mechanisms
- 3. Developing batch and streaming workflows
- Transforming data
- 1. Applying data processing logic
- 2. Optimizing transformations for performance
- 3. Managing schema evolution
|
| Designing data processing systems | 24% | - 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
- Planning data solutions
- 1. Planning for data security and compliance
- 2. Designing for reliability, scalability, and efficiency
- 3. Selecting appropriate storage solutions
|
| 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. Automating deployment and management
- 2. Optimizing resource usage and costs
|
| Preparing data for analysis and machine learning | 13% | - Enabling data analysis
- 1. Optimizing query performance
- 2. Implementing data sharing and governance
- 3. Preparing datasets for querying and reporting
- 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 (Q35-Q40):
NEW QUESTION # 35
Which Cloud Dataflow / Beam feature should you use to aggregate data in an unbounded data source every hour based on the time when the data entered the pipeline?
- A. The with Allowed Lateness method
- B. A processing time trigger
- C. An event time trigger
- D. An hourly watermark
Answer: B
Explanation:
When collecting and grouping data into windows, Beam uses triggers to determine when to emit the aggregated results of each window.
Processing time triggers. These triggers operate on the processing time - the time when the data element is processed at any given stage in the pipeline. Event time triggers. These triggers operate on the event time, as indicated by the timestamp on each data element. Beam's default trigger is event time-based.
Reference: https://beam.apache.org/documentation/programming-guide/#triggers
NEW QUESTION # 36
You work for an economic consulting firm that helps companies identify economic trends as they happen. As part of your analysis, you use Google BigQuery to correlate customer data with the average prices of the 100 most common goods sold, including bread, gasoline, milk, and others. The average prices of these goods are updated every 30 minutes. You want to make sure this data stays up to date so you can combine it with other data in BigQuery as cheaply as possible. What should you do?
- A. Store the data in a file in a regional Google Cloud Storage bucke
- B. Use Cloud Dataflow to query BigQuery and combine the data programmatically with the data stored in Google Cloud Storage.
- C. Use Google Cloud Dataflow to query BigQuery and combine the data programmatically with the data stored in Cloud Datastore
- D. Store and update the data in a regional Google Cloud Storage bucket and create a federated data source in BigQuery
- E. Load the data every 30 minutes into a new partitioned table in BigQuery.
- F. Store the data in Google Cloud Datastor
Answer: E
NEW QUESTION # 37
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. Create separate views to cover each month, and query from these views
- B. Enable query caching so you can cache data from previous months
- C. Convert the sharded tables into a single partitioned table
- D. Convert all daily log tables into date-partitioned tables
Answer: D
NEW QUESTION # 38
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 Bigtable
- B. BigQuery and Cloud Storage
- C. Cloud Datastore and Cloud Bigtable
- D. Cloud Bigtable and Cloud SQL
Answer: A
NEW QUESTION # 39
All Google Cloud Bigtable client requests go through a front-end server they are sent to a Cloud Bigtable node.
- A. after
- B. once
- C. only if
- D. before
Answer: D
Explanation:
In a Cloud Bigtable architecture all client requests go through a front-end server before they are sent to a Cloud Bigtable node.
The nodes are organized into a Cloud Bigtable cluster, which belongs to a Cloud Bigtable instance, which is a container for the cluster. Each node in the cluster handles a subset of the requests to the cluster.
When additional nodes are added to a cluster, you can increase the number of simultaneous requests that the cluster can handle, as well as the maximum throughput for the entire cluster.
Reference: https://cloud.google.com/bigtable/docs/overview
NEW QUESTION # 40
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