Lambda and API Gateway in front of Bedrock

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What are some of the obvious advantages of using Lambda and API Gateway in front of Bedrock Any Disadvantages someone can think of

There are many AWS Blogs that shows this Architecture

  1. https://aws.amazon.com/blogs/machine-learning/call-an-amazon-sagemaker-model-endpoint-using-amazon-api-gateway-and-aws-lambda/
  2. https://aws.amazon.com/blogs/compute/building-a-serverless-document-chat-with-aws-lambda-and-amazon-bedrock/
1 Answer
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Advantages of using API Gateway

  • Authentication and Authorization: Integrates well with IAM, Cognito, or custom authorizers to secure access.
  • Rate Limiting and Throttling: Protects expensive Bedrock interactions from abuse or accidental overuse.
  • Custom Domains: Adds a layer of flexibility for exposing the endpoint publicly.
  • Built-in caching to reduce Bedrock calls
  • Timeout Increase (Post-April 2024): Default is 29 seconds; but for Regional REST APIs and private REST APIs it can increase beyond 29 seconds, but this might require a reduction in your account-level throttle quota limit.

Advantages of using Lambda

  • Add custom logic or preprocessing before sending requests to Bedrock
  • Security Boundary: Keeps Bedrock credentials hidden from clients and encapsulates business logic.
  • Retries & Error Handling: Can handle transient errors or implement fallbacks/retry logic for Bedrock

Disadvantages of the Topology

  • Additional latency due to multiple hops
  • No Streaming Support in REST/HTTP API Gateway
  • Higher cost per request (API GW + Lambda + Bedrock)
  • For infrequent calls, Lambda cold starts may introduce initial latency. Provisioned concurrency can help, but it's an added cost.
  • Payload Size Limits: Lambda has limits (~6 MB for sync invocation), so watch out for large prompt/response interactions.

Best Practices around this architecture

  • Use provisioned concurrency for Lambda to minimize cold starts
  • Consider using WebSocket API if streaming is required
  • Use AWS X-Ray for distributed tracing
  • Consider implementing a dead-letter queue for failed requests
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answered 25 days ago

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