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Comment by maitrik
The phrase that Amazon used when launching lambda was 'deploy code not servers'. To me this sums up what 'serverless' means. It means the developer doesn't have to worry about servers in any way.
With AWS Lambda/API Gateway (and arguably with Google App Engine before it) you take away the toil of having to: