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Sample serverless application written in Python

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xcit10/serverless-python-demo

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Serverless Python Demo

Architecture diagram

This is a simple serverless application built in Python. It consists of an Amazon API Gateway backed by four AWS Lambda functions and an Amazon DynamoDB table for storage.

Requirements

Deployment

Deploy the demo to your AWS account using AWS SAM.

sam build --use-container
sam deploy --guided

The command sam build --use-container will first build and package the Lambda functions using docker.

sam deploy will use AWS CloudFormation to deploy the resources to your account and output the API Gateway endpoint URL for future use in our load tests.

Load Test

Artillery is used to make 300 requests / second for 10 minutes to our API endpoints. You can run this with the following command.

cd load-test
./run-load-test.sh

This is a demanding load test, to change the rate alter the arrivalRate value in load-test.yml.

CloudWatch Logs Insights

Using this CloudWatch Logs Insights query you can analyse the latency of the requests made to the Lambda functions.

The query separates cold starts from other requests and then gives you p50, p90 and p99 percentiles.

filter @type="REPORT"
| fields greatest(@initDuration, 0) + @duration as duration, ispresent(@initDuration) as coldStart
| stats count(*) as count, min(duration) as min, pct(duration, 50) as p50, pct(duration, 90) as p90, pct(duration, 99) as p99, max(duration) as max by coldStart

coldStart count min p50 p90 p99 max
0 466633 3.48 8.2578 10.8157 18.8511 247.83
1 1092 672.05 715.3087 738.5569 763.3233 835.08

👀 With other languages

You can find implementations of this project in other languages here:

Security

See CONTRIBUTING for more information.

License

This library is licensed under the MIT-0 License. See the LICENSE file.

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