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      What is AWS Lambda?​

      AWS Lambda is a serverless compute service that lets you run code without provisioning or managing servers. You just upload your code, and Lambda handles the rest—scaling, patching, high availability, etc.

      Key Concepts

      • Event-driven: Lambda runs your code in response to events such as HTTP requests (API Gateway), file uploads (S3), or database changes (DynamoDB).
      • Stateless: No persistent state. Each invocation is independent.
      • Runtime support: Supports Python, Node.js, Java, Go, .NET Core, Ruby, and custom runtimes via Lambda Runtime API.
      • Execution model: Your function runs inside a container for the duration of the invocation.

      Advantages

      • No Server Management – You don’t manage infrastructure.
      • Auto Scaling – Scales automatically with the number of events.
      • Pay-as-you-go – Charged only for execution time and number of requests.
      • Quick Deployment – Easy to deploy, update, and rollback.
      • Built-in Monitoring – CloudWatch integration.
      • Integrates with many AWS services – API Gateway, S3, DynamoDB, SNS, SQS, EventBridge, and more.

      Limitations

      • Runtime Duration – Max 15 minutes per invocation
      • Memory – 128 MB to 10 GB (affects CPU power too)
      • Disk Space (/tmp) – 512 MB of temporary storage
      • Package Size – 250 MB unzipped (50 MB zipped for direct upload)
      • Concurrency – 1,000 concurrent executions by default (can be increased)
      • Cold Start – Delay when function is invoked after a period of inactivity
      • State Management – Stateless by design, use external storage (e.g., S3, DynamoDB)

      Real-World Use Cases & Scenarios

      1. Real-Time File Processing

      Event Source: S3
      Use Case: Resize image, transcode video, extract metadata when files are uploaded to S3.

      2. Serverless Web APIs

      Event Source: API Gateway
      Use Case: Build RESTful APIs without servers using Lambda + API Gateway + DynamoDB.

      3. Chatbot Backend

      Event Source: Lex or API Gateway
      Use Case: Process user messages, call third-party APIs, return response via Lambda.

      4. Data Validation / ETL

      Event Source: Kinesis / DynamoDB Streams / S3
      Use Case: Stream-based validation, filtering, and transformation.

      5. Notifications & Alerts

      Event Source: CloudWatch / SNS / EventBridge
      Use Case: Send alerts based on system metrics, logs, or events.

      6. CRON Jobs

      Event Source: CloudWatch Scheduled Events
      Use Case: Scheduled tasks like nightly DB cleanup, data sync.

      7. Authentication & Authorization

      Event Source: API Gateway (custom authorizer)
      Use Case: JWT token verification, user-based access control logic.

      8. Email Parsing

      Event Source: SES (Simple Email Service)
      Use Case: Read incoming emails, parse contents, and store data.

      9. IoT Data Processing

      Event Source: AWS IoT Core
      Use Case: Process telemetry data from smart devices.

      10. Machine Learning Inference

      Event Source: API Gateway / EventBridge
      Use Case: Run lightweight ML models in Lambda (use external models if large).

      Lambda Lifecycle and Architecture

      1. Invocation Models

      • Synchronous: API Gateway, ALB

      • Asynchronous: S3, SNS, EventBridge

      • Streaming: Kinesis, DynamoDB Streams, MSK

      2. Execution Context

      • Reused for performance (warm start)

      • Each invocation gets its own memory and CPU slice

      3. Error Handling

      • Retries for async calls

      • DLQs (Dead Letter Queues)

      • Destinations (success/failure)

      Best Practices

      • Keep functions small and focused.

      • Avoid large dependencies.

      • Use environment variables for configuration.

      • Monitor with CloudWatch Metrics, Logs, and X-Ray.

      • Manage permissions with IAM roles.

      • Externalize state (don’t store in /tmp or assume reuse).

      • Secure Lambda with least-privilege policies.

      Resources

      • Here are some AWS official resources:

        • Lambda Developer Guide

        • Best Practices

        • Monitoring and Troubleshooting

        • Pricing

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