Stay ahead with 100% Free AWS Certified Data Engineer Associate (DEA-C01) Data-Engineer-Associate Dumps Practice Questions
A team of data analysts frequently conducts identical queries on large datasets stored in Amazon S3, using Athena for analysis. They've noticed that their query results typically remain relevant and unchanged for about 2 hours after execution. To optimize query efficiency and reduce costs, the team seeks a method to avoid redundant data scans for this 2-hour period.
What approach should they adopt to meet this requirement without the need for significant changes to their query infrastructure?
A Cloud Data Engineering Team is responsible for maintaining a large-scale application hosted on AWS. The team needs to analyze the application's logs efficiently to monitor performance and identify issues.
These logs are currently stored in JSON format in an Amazon S3 bucket and are frequently updated. The team wants to leverage a service that can query these logs directly from S3 with minimal setup and maintenance, allowing them to quickly derive insights and patterns.
Which AWS service should they choose for this purpose?
A company uses Amazon S3 as a data lake. The company sets up a data warehouse by using a multi-nodeAmazon Redshift cluster. The company organizes the data files in the data lake based on the data source ofeach data file.The company loads all the data files into one table in the Redshift cluster by using a separate COPY commandfor each data file location. This approach takes a long time to load all the data files into the table. Thecompany must increase the speed of the data ingestion. The company does not want to increase the cost of theprocess.Which solution will meet these requirements?
A company stores its processed data in an S3 bucket. The company has a strict data access policy. Thecompany uses IAM roles to grant teams within the company different levels of access to the S3 bucket.The company wants to receive notifications when a user violates the data access policy. Each notificationmust include the username of the user who violated the policy.Which solution will meet these requirements?
A Cloud Data Engineering Team is implementing a system for real-time data ingestion through an API. The architecture needs to include data transformation before storage. The system must handle large files and store them efficiently post-transformation. The team is focused on using a serverless architecture on AWS, with an emphasis on Infrastructure as Code (IaC) for standardized and repeatable deployments across various environments.
Which combination of actions should the Cloud Data Engineering Team take to implement IaC for serverless deployments of data ingestion and transformation pipelines? (Select THREE)
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