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This Google Certified Professional Data Engineer Exam (Professional-Data-Engineer) certification is a valuable credential that is designed to validate your expertise all over the world. After successfully competition of Professional-Data-Engineer exam you can gain several personal and professional benefits. All these Google Certified Professional Data Engineer Exam (Professional-Data-Engineer) certification exam benefits will not only prove your skills but also assist you to put your career on the right track and achieve your career objectives in a short time period.
Google Certified Professional Data Engineer Exam Sample Questions (Q190-Q195):
NEW QUESTION # 190
You are architecting a data transformation solution for BigQuery. Your developers are proficient with SOL and want to use the ELT development technique. In addition, your developers need an intuitive coding environment and the ability to manage SQL as code. You need to identify a solution for your developers to build these pipelines. What should you do?
- A. Use Dataflow jobs to read data from Pub/Sub, transform the data, and load the data to BigQuery.
- B. Use Data Fusion to build and execute ETL pipelines
- C. Use Dataform to build, manage, and schedule SQL pipelines.
- D. Use Cloud Composer to load data and run SQL pipelines by using the BigQuery job operators.
Answer: C
Explanation:
To architect a data transformation solution for BigQuery that aligns with the ELT development technique and provides an intuitive coding environment for SQL-proficient developers, Dataform is an optimal choice. Here's why:
ELT Development Technique:
ELT (Extract, Load, Transform) is a process where data is first extracted and loaded into a data warehouse, and then transformed using SQL queries. This is different from ETL, where data is transformed before being loaded into the data warehouse.
BigQuery supports ELT, allowing developers to write SQL transformations directly in the data warehouse.
Dataform:
Dataform is a development environment designed specifically for data transformations in BigQuery and other SQL-based warehouses.
It provides tools for managing SQL as code, including version control and collaborative development.
Dataform integrates well with existing development workflows and supports scheduling and managing SQL-based data pipelines.
Intuitive Coding Environment:
Dataform offers an intuitive and user-friendly interface for writing and managing SQL queries.
It includes features like SQLX, a SQL dialect that extends standard SQL with features for modularity and reusability, which simplifies the development of complex transformation logic.
Managing SQL as Code:
Dataform supports version control systems like Git, enabling developers to manage their SQL transformations as code.
This allows for better collaboration, code reviews, and version tracking.
Reference:
Dataform Documentation
BigQuery Documentation
Managing ELT Pipelines with Dataform
NEW QUESTION # 191
Your new customer has requested daily reports that show their net consumption of Google Cloud compute resources and who used the resources. You need to quickly and efficiently generate these daily reports. What should you do?
- A. Do daily exports of Cloud Logging data to BigQuery. Create views filtering by project, log type, resource, and user.
- B. Export Cloud Logging data to Cloud Storage in CSV format. Cleanse the data using Dataprep, filtering by project, resource, and user.
- C. Filter data in Cloud Logging by project, log type, resource, and user, then import the data into BigQuery.
- D. Filter data in Cloud Logging by project, resource, and user; then export the data in CSV format.
Answer: D
Explanation:
https://cloud.google.com/logging/docs/view/logs-explorer-interface?cloudshell=true
NEW QUESTION # 192
As your organization expands its usage of GCP, many teams have started to create their own projects.
Projects are further multiplied to accommodate different stages of deployments and target audiences. Each project requires unique access control configurations. The central IT team needs to have access to all projects.
Furthermore, data from Cloud Storage buckets and BigQuery datasets must be shared for use in other projects in an ad hoc way. You want to simplify access control management by minimizing the number of policies.
Which two steps should you take? (Choose two.)
- A. Create distinct groups for various teams, and specify groups in Cloud IAM policies.
- B. Introduce resource hierarchy to leverage access control policy inheritance.
- C. Only use service accounts when sharing data for Cloud Storage buckets and BigQuery datasets.
- D. Use Cloud Deployment Manager to automate access provision.
- E. For each Cloud Storage bucket or BigQuery dataset, decide which projects need access. Find all the active members who have access to these projects, and create a Cloud IAM policy to grant access to all these users.
Answer: A,D
Explanation:
Explanation
NEW QUESTION # 193
You want to migrate an on-premises Hadoop system to Cloud Dataproc. Hive is the primary tool in use, and the data format is Optimized Row Columnar (ORC). All ORC files have been successfully copied to a Cloud Storage bucket. You need to replicate some data to the cluster's local Hadoop Distributed File System (HDFS) to maximize performance. What are two ways to start using Hive in Cloud Dataproc? (Choose two.)
- A. Run the gsutil utility to transfer all ORC files from the Cloud Storage bucket to any node of the Dataproc cluster. Mount the Hive tables locally.
- B. Run the gsutil utility to transfer all ORC files from the Cloud Storage bucket to the master node of the Dataproc cluster. Then run the Hadoop utility to copy them do HDFS. Mount the Hive tables from HDFS.
- C. Run the gsutil utility to transfer all ORC files from the Cloud Storage bucket to HDFS. Mount the Hive tables locally.
- D. Load the ORC files into BigQuery. Leverage BigQuery connector for Hadoop to mount the BigQuery tables as external Hive tables. Replicate external Hive tables to the native ones.
- E. Leverage Cloud Storage connector for Hadoop to mount the ORC files as external Hive tables.
Replicate external Hive tables to the native ones.
Answer: A,B
NEW QUESTION # 194
You've migrated a Hadoop job from an on-premises cluster to Dataproc and Good Storage. Your Spark job is a complex analytical workload fiat consists of many shuffling operations, and initial data are parquet toes (on average 200-400 MB size each) You see some degradation in performance after the migration to Dataproc so you'd like to optimize for it. Your organization is very cost-sensitive so you'd Idee to continue using Dataproc on preemptibles (with 2 non-preemptibles workers only) for this workload. What should you do?
- A. Increase the see of your parquet files to ensure them to be 1 GB minimum
- B. Switch from HODs to SSDs override the preemptible VMs configuration to increase the boot disk size
- C. Switch to TFRecords format (appr 200 MB per We) instead of parquet files
- D. Switch from HDDs to SSDs. copy initial data from Cloud Storage to Hadoop Distributed File System (HDFS) run the Spark job and copy results back to Cloud Storage
Answer: B
NEW QUESTION # 195
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