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LocalStack
💻 A fully functional local AWS cloud stack. Develop and test your cloud & Serverless apps offline
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
To add on to the integration tests point, for mocking out your AWS resources you should check out moto if you don't want run your test against real AWS resources as they may cost you and is usually slower.
You can use localstack to emulate aws cloud services on your machine.
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