Snowflake DEA-C01 Test Questions & DEA-C01 Pass4sure

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| Topic 1 | - Security: The Security topic of the DEA-C01 test covers the principles of Snowflake security, including the management of system roles and data governance. It measures the ability to secure data and ensure compliance with policies, crucial for maintaining secure data environments for Snowflake Data Engineers and Software Engineers.
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| Topic 2 | - Performance Optimization: This topic assesses the ability to optimize and troubleshoot underperforming queries in Snowflake. Candidates must demonstrate knowledge in configuring optimal solutions, utilizing caching, and monitoring data pipelines. It focuses on ensuring engineers can enhance performance based on specific scenarios, crucial for Snowflake Data Engineers and Software Engineers.
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| Topic 3 | - Storage and Data Protection: The topic tests the implementation of data recovery features and the understanding of Snowflake's Time Travel and micro-partitions. Engineers are evaluated on their ability to create new environments through cloning and ensure data protection, highlighting essential skills for maintaining Snowflake data integrity and accessibility.
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| Topic 4 | - Data Transformation: The SnowPro Advanced: Data Engineer exam evaluates skills in using User-Defined Functions (UDFs), external functions, and stored procedures. It assesses the ability to handle semi-structured data and utilize Snowpark for transformations. This section ensures Snowflake engineers can effectively transform data within Snowflake environments, critical for data manipulation tasks.
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| Topic 5 | - Data Movement: Snowflake Data Engineers and Software Engineers are assessed on their proficiency to load, ingest, and troubleshoot data in Snowflake. It evaluates skills in building continuous data pipelines, configuring connectors, and designing data sharing solutions.
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>> Snowflake DEA-C01 Test Questions <<
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Snowflake SnowPro Advanced: Data Engineer Certification Exam Sample Questions (Q382-Q387):
NEW QUESTION # 382
What is the purpose of the BUILD_FILE_URL function in Snowflake?
- A. It generates a staged URL for accessing a file in a stage.
- B. It generates a temporary URL for accessing a file in a stage.
- C. It generates a permanent URL for accessing files in a stage.
- D. It generates an encrypted URL foe accessing a file in a stage.
Answer: A
Explanation:
Explanation
The BUILD_FILE_URL function in Snowflake generates a temporary URL for accessing a file in a stage. The function takes two arguments: the stage name and the file path. The generated URL is valid for 24 hours and can be used to download or view the file contents. The other options are incorrect because they do not describe the purpose of the BUILD_FILE_URL function.
NEW QUESTION # 383
A company hosts its applications on Amazon EC2 instances. The company must use SSL/TLS connections that encrypt data in transit to communicate securely with AWS infrastructure that is managed by a customer.
A data engineer needs to implement a solution to simplify the generation, distribution, and rotation of digital certificates. The solution must automatically renew and deploy SSL/TLS certificates.
Which solution will meet these requirements with the LEAST operational overhead?
- A. Use AWS Certificate Manager (ACM).
- B. Implement custom automation scripts in AWS Secrets Manager.
- C. Store self-managed certificates on the EC2 instances.
- D. Use Amazon Elastic Container Service (Amazon ECS) Service Connect.
Answer: A
Explanation:
AWS Certificate Manager (ACM) simplifies the process of generating, distributing, and managing SSL/TLS certificates. ACM allows you to automatically renew and deploy certificates with minimal operational overhead. Once integrated with services like EC2, ACM can handle the entire lifecycle of the certificates, from creation to renewal and deployment, without manual intervention.
Managing certificates manually introduces significant operational overhead. You would need to handle generation, deployment, renewal, and rotation manually, which is error-prone and time- consuming.
While you could store certificates in AWS Secrets Manager, you would still need to implement custom scripts for certificate generation, rotation, and deployment, increasing operational complexity compared to ACM.
Amazon ECS Service Connect is used for simplifying service discovery and communication within ECS. While it can secure traffic between ECS services, it is not designed for managing SSL/TLS certificates on EC2 instances.
NEW QUESTION # 384
A company uses an Amazon QuickSight dashboard to monitor usage of one of the company's applications. The company uses AWS Glue jobs to process data for the dashboard. The company stores the data in a single Amazon S3 bucket. The company adds new data every day.
A data engineer discovers that dashboard queries are becoming slower over time. The data engineer determines that the root cause of the slowing queries is long-running AWS Glue jobs.
Which actions should the data engineer take to improve the performance of the AWS Glue jobs?
(Choose two.)
- A. Modify the IAM role that grants access to AWS glue to grant access to all S3 features.
- B. Convert the AWS Glue schema to the DynamicFrame schema class.
- C. Adjust AWS Glue job scheduling frequency so the jobs run half as many times each day.
- D. Increase the AWS Glue instance size by scaling up the worker type.
- E. Partition the data that is in the S3 bucket. Organize the data by year, month, and day.
Answer: D,E
NEW QUESTION # 385
A company has developed several AWS Glue extract, transform, and load (ETL) jobs to validate and transform data from Amazon S3. The ETL jobs load the data into Amazon RDS for MySQL in batches once every day. The ETL jobs use a DynamicFrame to read the S3 data.
The ETL jobs currently process all the data that is in the S3 bucket. However, the company wants the jobs to process only the daily incremental data.
Which solution will meet this requirement with the LEAST coding effort?
- A. Configure the ETL jobs to delete processed objects from Amazon S3 after each run.
- B. Enable job metrics for the ETL jobs to help keep track of processed objects in Amazon CloudWatch.
- C. Create an ETL job that reads the S3 file status and logs the status in Amazon DynamoDB.
- D. Enable job bookmarks for the ETL jobs to update the state after a run to keep track of previously processed data.
Answer: D
Explanation:
AWS Glue job bookmarks are designed to handle incremental data processing by automatically tracking the state.
NEW QUESTION # 386
A media company uses software as a service (SaaS) applications to gather data by using third- party tools. The company needs to store the data in an Amazon S3 bucket. The company will use Amazon Redshift to perform analytics based on the data.
Which AWS service or feature will meet these requirements with the LEAST operational overhead?
- A. Amazon AppFlow
- B. Amazon Kinesis
- C. AWS Glue Data Catalog
- D. Amazon Managed Streaming for Apache Kafka (Amazon MSK)
Answer: A
Explanation:
https://d1.awsstatic.com/solutions/guidance/architecture-diagrams/integrating-third-party-saas- data-using-amazon-appflow.pdf Amazon AppFlow is a fully managed integration service that enables you to securely transfer data between Software as a Service (SaaS) applications like Salesforce, Marketo, Slack, and ServiceNow, and AWS services like Amazon S3 and Amazon Redshift, in just a few clicks. It can store the raw data pulled from SaaS applications in Amazon S3, and integrates with AWS Glue Data Catalog to catalog and store metadata.
NEW QUESTION # 387
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