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Snowflake DEA-C01 Exam Overview:
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Snowflake DEA-C01 認定試験の出題範囲:
| トピック | 出題範囲 |
|---|
| トピック 1 | - 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.
|
| トピック 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.
|
| トピック 3 | - 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.
|
| トピック 4 | - 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.
|
| トピック 5 | - 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.
|
Snowflake SnowPro Advanced: Data Engineer Certification Exam 認定 DEA-C01 試験問題 (Q32-Q37):
質問 # 32
Elon, a Data Engineer, needs to Split Semi-structured Elements from the Source files and load them as an array into Separate Columns.
Source File:
1.+----------------------------------------------------------------------+
2.| $1 |
3.|----------------------------------------------------------------------|
4.| {"mac_address": {"host1": "197.128.1.1","host2": "197.168.0.1"}}, |
5.| {"mac_address": {"host1": "197.168.2.1","host2": "197.168.3.1"}} |
6.+----------------------------------------------------------------------+ Output: Splitting the Machine Address as below.
1.COL1 | COL2 |
2.|----------+----------|
3.| [ | [ |
4.| "197", | "197", |
5.| "128", | "168", |
6.| "1", | "0", |
7.| "1" | "1" |
8.| ] | ] |
9.| [ | [ |
10.| "197", | "197", |
11.| "168", | "168", |
12.| "2", | "3", |
13.| "1" | "1" |
14.| ] | ]
Which SnowFlake Function can Elon use to transform this semi structured data in the output for-mat?
- A. CONVERT_TO_ARRAY
- B. GROUP_BY_CONNECT
- C. SPLIT
- D. NEST
正解:C
質問 # 33
A marketing company uses Amazon S3 to store clickstream data. The company queries the data at the end of each day by using a SQL JOIN clause on S3 objects that are stored in separate buckets.
The company creates key performance indicators (KPIs) based on the objects. The company needs a serverless solution that will give users the ability to query data by partitioning the data.
The solution must maintain the atomicity, consistency, isolation, and durability (ACID) properties of the data.
Which solution will meet these requirements MOST cost-effectively?
- A. Amazon Athena
- B. Amazon Redshift Spectrum
- C. Amazon S3 Select
- D. Amazon EMR
正解:A
質問 # 34
A company is planning to deploy Amazon EMR in AWS to analyze vast amounts of data. Amazon EMR will be using the EMR file system. The project team is looking for options to deploy in the existing VPC created. Access to other AWS resources should be provided most securely.
How can the Amazon EMR cluster be deployed for this requirement?
- A. Deploy Amazon EMR clusters in the private subnet of the VPC. Create an Interface endpoint to access Amazon S3 and DynamoDB.
- B. Deploy Amazon EMR clusters in the public subnet of the VPC with access to Amazon S3 via the VPC Gateway endpoint. Access DynamoDB via an Internet gateway.
- C. Deploy Amazon EMR clusters in a private subnet of the VPC with access to Amazon S3 and DynamoDB via NAT gateway.
- D. Deploy Amazon EMR clusters in the public subnet of the VPC with access to Amazon S3 and DynamoDB via an Internet gateway.
正解:A
解説:
Amazon EMR clusters can be deployed in the private subnet of the VPC. With the EMR file system, data is stored in Amazon S3 and it also requires access to DynamoDB. Access from private subnets to Amazon S3 and Amazon DynamoDB can be securely provided using the Interface endpoint.
Reference:
https://docs.aws.amazon.com/emr/latest/ManagementGuide/emr-clusters-in-a-vpc.html
質問 # 35
A media streaming company collects massive amounts of log data from their applications running on AWS. They want to analyze these logs in real-time to monitor performance, detect anomalies, and troubleshoot issues. The company decides to use Amazon OpenSearch Service (formerly Amazon Elasticsearch Service) to index and search through their log data. They also need a solution to visualize this data and create dashboards for their operations team to monitor key metrics and trends.
Which approach should the media streaming company use to analyze and visualize their log data effectively using Amazon OpenSearch Service?
- A. Use Amazon Data Firehose to stream log data to Amazon OpenSearch Service and use OpenSearch Dashboards to create visualizations.
- B. Use Amazon CloudWatch Logs to store log data and generate metrics for visualization in Amazon CloudWatch Dashboards.
- C. Use AWS Lambda to process log data and store it in Amazon RDS, then create dashboards with Amazon QuickSight.
- D. Use AWS Glue to transform log data and store it in Amazon S3, then query the data with Amazon Athena.
正解:A
解説:
Amazon Data Firehose can stream log data in near real-time to Amazon OpenSearch Service, where it can be indexed and searched. OpenSearch Dashboards provide powerful tools for visualizing this data, making it the most effective solution for real-time log analysis and visualization.
References:
https://docs.aws.amazon.com/firehose/latest/dev/what-is-this-service.html
https://docs.aws.amazon.com/opensearch-service/latest/developerguide/what-is.html
https://docs.aws.amazon.com/opensearch-service/latest/developerguide/kibana.html
https://aws.amazon.com/blogs/big-data/streaming-data-into-your-amazon-elasticsearch-service-domain-with-amazon-kinesis-firehose/
質問 # 36
The COPY command supports several options for loading data files from a stage i.e.
I. By path
II. Specifying a list of specific files to load.
III. Using pattern matching to identify specific files by pattern.
IV. Organize files into logical paths that reflect a scheduling pattern.
Of the aforesaid options for identifying/specifying data files to load from a stage, which option in general is the fastest & best considerate?
正解:D
解説:
Explanation
Of the above options for identifying/specifying data files to load from a stage, providing a discrete list of files is generally the fastest; however, the FILES parameter supports a maximum of 1,000 files, meaning a COPY command executed with the FILES parameter can only load up to 1,000 files.
For example:
copy into load1 from @%load1/Snow1/ files=('mydata1.csv', 'mydata2.csv', 'mydata3.csv')
質問 # 37
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