Certainly our AWS bill when we were using Lambda + API Gateway forced us to "think about servers" and why we were paying 10x more for slower responding application server to spin up for 15 minutes to process a request that requires 50mb of RAM / 10 ms and subsequently billing us for the full allocated amount at 100 ms. Learn from our pain: use EC2.