AWS Lambda Deployment
This guide will walk you through the process of deploying Data Neuron as a serverless application on AWS Lambda.
Prerequisites
- An AWS account
- AWS CLI installed and configured
- Serverless Framework installed (
npm install -g serverless
) - Python 3.8 or later
Deployment Steps
-
Prepare Your Project
Create a new directory for your Lambda function:
mkdir data-neuron-lambda && cd data-neuron-lambda
-
Install Dependencies
Create a
requirements.txt
file with the following content:dataneuron[mysql] # Replace 'mysql' with your specific database requirement
-
Create a Serverless Configuration
Create a
serverless.yml
file:service: data-neuron-api
provider:
name: aws
runtime: python3.8
stage: ${opt:stage, 'dev'}
region: ${opt:region, 'us-east-1'}
functions:
app:
handler: dataneuron.lambda_handler
events:
- http:
path: /{proxy+}
method: ANY
environment:
CLAUDE_API_KEY: ${env:CLAUDE_API_KEY}
# Add any other environment variables your app needs
plugins:
- serverless-python-requirements
custom:
pythonRequirements:
dockerizePip: non-linux -
Deploy
Deploy your function to AWS Lambda:
serverless deploy
Considerations for Serverless Deployment
- Cold Starts: Be aware of cold start times for Lambda functions. Consider using provisioned concurrency for frequently accessed functions.
- Database Connections: Ensure your database configuration is set up to handle serverless environments, potentially using connection pooling.
- Environment Variables: Use AWS Lambda environment variables to store sensitive information like API keys and database credentials.
- Timeouts: Configure appropriate timeouts for your Lambda function based on expected query complexity.
- Dependencies: Certain database adapters or libraries may require additional setup. For example, MSSQL adapters or the
wkhtmltopdf
library for PDF generation may need to be included as Lambda Layers.
Monitoring and Logging
- Use AWS CloudWatch to monitor your Lambda function's performance and logs.
- Implement proper error handling and logging in your application code.