I would leverage AWS services like Amazon S3 for data storage, AWS Lambda for serverless data processing, and Amazon SageMaker for model training and deployment. To ensure low latency, I…
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#serverless
How would you design a scalable machine learning architecture on AWS that can handle dynamic data ingestion while ensuring low latency for real-time predictions?
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How do you handle deployments for a Next.js application in a production environment, and what tooling do you utilize during that process?
For deploying a Next.js application, I typically use Vercel or AWS Amplify for serverless deployments, leveraging their CI/CD capabilities. I ensure all environmental variables are set properly and utilize a…
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How would you design an API on AWS that must handle sudden spikes in traffic while ensuring high availability and low latency?
I would leverage AWS services like API Gateway, Lambda, and DynamoDB to build a serverless architecture that can scale automatically. Implementing caching with AWS CloudFront would further reduce latency during…
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How would you design an API on AWS that scales automatically and handles varying loads while ensuring high availability?
To design a scalable API on AWS, I would utilize AWS API Gateway for managing the API calls, AWS Lambda for serverless compute, and Amazon DynamoDB for a highly available…
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How would you design a RESTful API on AWS that ensures both scalability and security, particularly when dealing with sensitive user data?
To design a scalable and secure RESTful API on AWS, I would utilize AWS Lambda for serverless compute, Amazon API Gateway for managing the API endpoints, and AWS IAM for…
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Can you explain how AWS Lambda works and its common use cases?
AWS Lambda is a serverless compute service that runs code in response to events and automatically manages the underlying compute resources. Its common use cases include data processing, building serverless…
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