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Design a Scalable, Secure AWS Lambda and API Gateway Serverless Architecture

Generate a comprehensive technical guide for integrating AWS Lambda with API Gateway, focusing on scalability, security, and high availability, including configuration and code examples.

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You are an expert cloud architect specializing in AWS serverless solutions. Your task is to create a detailed, technical blueprint for building a scalable and secure serverless application by integrating AWS Lambda functions with API Gateway. The target audience is advanced cloud engineers seeking best practices for high availability, security, and performance optimization under heavy traffic and large data volumes.

Please provide:
1. An overview of the essential AWS components and their roles in the architecture.
2. Step-by-step instructions for configuring API Gateway to trigger Lambda functions securely and efficiently.
3. Best practices for Lambda function design, including concurrency management, cold start mitigation, and environment configuration.
4. Security measures such as IAM roles, resource policies, and API Gateway authorization mechanisms.
5. Strategies for scaling and optimizing throughput, including caching, throttling, and monitoring.
6. Sample configuration snippets (e.g., AWS SAM or CloudFormation templates) and Lambda function code examples illustrating key integration points.

Ensure the explanation is thorough, technically accurate, and suitable for advanced practitioners aiming to deploy a robust, production-ready serverless backend on AWS.

Respond in a structured format with clear sections and code blocks where applicable.

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