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| Section | Weight | Objectives |
|---|
| Topic 1: 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. Optimizing query performance
- 3. Preparing datasets for querying and reporting
|
| Topic 2: 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
|
| Topic 3: Ingesting and processing data | 25% | - Transforming data
- 1. Applying data processing logic
- 2. Managing schema evolution
- 3. Optimizing transformations for performance
- Building data pipelines
- 1. Handling data quality and consistency
- 2. Developing batch and streaming workflows
- 3. Implementing ingestion mechanisms
|
| Topic 4: Designing data processing systems | 24% | - Planning data solutions
- 1. Designing for reliability, scalability, and efficiency
- 2. Selecting appropriate storage solutions
- 3. Planning for data security and compliance
- Designing data pipelines
- 1. Defining architecture for batch and streaming processing
- 2. Designing for data transformation and enrichment
- 3. Planning for data migration and integration
|
| Topic 5: 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. Automating deployment and management
- 2. Optimizing resource usage and costs
|
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Latest Updated Google Latest GCP-DE Dumps Ppt: Data Engineer
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Google Data Engineer Sample Questions (Q62-Q67):
NEW QUESTION # 62
Your company produces 20,000 files every hour. Each data file is formatted as a comma separated values (CSV) file that is less than 4 KB. All files must be ingested on Google Cloud Platform before they can be processed. Your company site has a 200 ms latency to Google Cloud, and your Internet connection bandwidth is limited as 50 Mbps. You currently deploy a secure FTP (SFTP) server on a virtual machine in Google Compute Engine as the data ingestion point. A local SFTP client runs on a dedicated machine to transmit the CSV files as is. The goal is to make reports with data from the previous day available to the executives by 10:00 a.m. each day. This design is barely able to keep up with the current volume, even though the bandwidth utilization is rather low.
You are told that due to seasonality, your company expects the number of files to double for the next three months. Which two actions should you take? (choose two.)
- A. Transmit the TAR files instead, and disassemble the CSV files in the cloud upon receiving them.
- B. Redesign the data ingestion process to use gsutil tool to send the CSV files to a storage bucket in parallel.
- C. Create an S3-compatible storage endpoint in your network, and use Google Cloud Storage Transfer Service to transfer on-premices data to the designated storage bucket.
- D. Contact your internet service provider (ISP) to increase your maximum bandwidth to at least 100 Mbps.
- E. Introduce data compression for each file to increase the rate file of file transfer.
- F. Assemble 1,000 files into a tape archive (TAR) fil
Answer: A,B
NEW QUESTION # 63
You are planning to migrate your current on-premises Apache Hadoop deployment to the cloud. You need to ensure that the deployment is as fault-tolerant and cost-effective as possible for long-running batch jobs. You want to use a managed service. What should you do?
- A. Deploy a Cloud Dataproc cluste
- B. Change references in scripts from hdfs:// to gs://
- C. Store data in Cloud Storage, and change references in scripts from hdfs:// to gs://
- D. Install Hadoop and Spark on a 10-node Compute Engine instance group with preemptible instances.Store data in HDF
- E. Use a standard persistent disk and 50% preemptible worker
- F. Use an SSD persistent disk and 50% preemptible worker
- G. Install Hadoop and Spark on a 10-node Compute Engine instance group with standard instance
- H. Deploy a Cloud Dataproc cluste
- I. Change references in scripts from hdfs:// to gs://
- J. Store data in Cloud Storage, and change references in scripts from hdfs:// to gs://
- K. Install the Cloud Storage connector, and store the data in Cloud Storag
Answer: A
NEW QUESTION # 64
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 Speech-to-Text API
- B. Dialogflow Enterprise Edition
- C. Cloud AutoML Natural Language
- D. Cloud Natural Language API
Answer: C
NEW QUESTION # 65
You are implementing several batch jobs that must be executed on a schedule. These jobs have many interdependent steps that must be executed in a specific order. Portions of the jobs involve executing shell scripts, running Hadoop jobs, and running queries in BigQuery. The jobs are expected to run for many minutes up to several hours. If the steps fail, they must be retried a fixed number of times. Which service should you use to manage the execution of these jobs?
- A. Cloud Composer
- B. Cloud Dataflow
- C. Cloud Functions
- D. Cloud Scheduler
Answer: D
NEW QUESTION # 66
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
Answer: B
NEW QUESTION # 67
......
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