Serverless runs code on demand—you pay per invocation and duration, not idle servers. AWS Lambda pairs with API Gateway, SQS, DynamoDB. Knative brings scale-to-zero containers on Kubernetes (Serving + optional Eventing). Cold starts, timeouts, and vendor limits are the main design constraints.
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